{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3fb70072",
   "metadata": {},
   "outputs": [],
   "source": [
    "## liepin——04"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9bab8188",
   "metadata": {},
   "source": [
    "## . 准备工作"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "40de7228",
   "metadata": {},
   "outputs": [],
   "source": [
    "from requests_html import HTMLSession\n",
    "import json\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "afe7d3de",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "url = \"https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": \"050020\",\n",
    "            \"dq\": \"050020\",\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 1,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": \"产品经理\",\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "# create an HTML session using Requests-HTML\n",
    "session = HTMLSession()\n",
    "\n",
    "# set the headers\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie':'inited_user=1dd9ec13c450e889bbbdf0c59550b6b7; __gc_id=5d33306e72ce4b0186c45865e0922810; __uuid=1679039529657.44; _ga=GA1.1.434120596.1681917222; need_bind_tel=false; new_user=false; c_flag=e25d5905dfe4d5bf9737a08ef6961e7c; imClientId=69a80dbfb86321fde4e79498d74426d3; imId=69a80dbfb86321fd0db887e0f6b8d42d; imClientId_0=69a80dbfb86321fde4e79498d74426d3; imId_0=69a80dbfb86321fd0db887e0f6b8d42d; XSRF-TOKEN=dQmzmiAWSqiDPe788r3rxg; __tlog=1683874528420.02%7C00000000%7C00000000%7Cs_o_001%7Cs_o_001; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1681455235,1683874529; acw_tc=276077d916838745289673821e221d564bbc7a92b683af4aa9cf84cbfe8b7c; UniqueKey=81b18052d529ff237ecd4408bb1e9b04; liepin_login_valid=0; lt_auth=urpbPXwFnA2r5HaLjDEM568Z2durVjrO%2FS4L1BEE19LvD6Ww4P%2FmQQ6Aq7cD%2FCoIqxt0cagzMLb2NuD5zXZN6EcQ%2BFGkkIC0uuW52WECTOBcN8W2vezHl8zRQpQcl0AC8nFbtkIL%2BQ%3D%3D; access_system=C; user_roles=0; user_photo=5f8fa3bddfb13a7dee343d7608u.png; user_name=%E6%9D%8E%E9%93%B8%E6%B3%A2; inited_user=1dd9ec13c450e889bbbdf0c59550b6b7; imApp_0=1; __session_seq=7; __uv_seq=7; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1683875593; fe_im_socketSequence_new_0=4_4_4; fe_im_opened_pages=; fe_im_connectJson_0=%7B%220_81b18052d529ff237ecd4408bb1e9b04%22%3A%7B%22socketConnect%22%3A%222%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; _ga_54YTJKWN86=GS1.1.1683874528.4.1.1683875748.0.0.0',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent':'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/113.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'cef99d2a-ef17-4451-8feb-f6fed47cef9c',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'dQmzmiAWSqiDPe788r3rxg'\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "cf8d190b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'job': {'labels': ['临床试验', '临床项目管理', 'GCP认证', 'CE认证'], 'requireWorkYears': '3-5年', 'requireEduLevel': '统招本科', 'title': '临床试验项目经理PM', 'salary': '25-45k', 'dq': '广州', 'jobKind': '2', 'refreshTime': '20221024180150', 'pcOuterLink': '', 'h5OuterLink': '', 'jobId': '45175333', 'topJob': False, 'link': 'https://www.liepin.com/job/1945175333.shtml', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=0', 'advViewFlag': False}, 'comp': {'compScale': '1000-2000人', 'compId': 8014813, 'compLogo': '5f5af11af6d1ab584752271c08u.png', 'compName': '昆翎医药', 'compIndustry': '制药', 'link': 'https://www.liepin.com/company/8014813/'}, 'recruiter': {'chatted': False, 'recruiterName': '林女士', 'recruiterTitle': 'consultant', 'imId': '4e9d98e158ba3d98966d2c65245014c5', 'imUserType': '2', 'recruiterId': 'b7496ba1a2ad4a49540e81c097c2c00b', 'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'}, 'dataInfo': '%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22jobId%22%3A%2245175333%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"jobKind\":\"2\",\"userId\":\"b7496ba1a2ad4a49540e81c097c2c00b\",\"jobId\":\"45175333\",\"recruiterName\":\"林女士\",\"imId\":\"4e9d98e158ba3d98966d2c65245014c5\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}'}, {'job': {'labels': ['axure', 'visio', 'powerpoint', 'word', 'Excel'], 'requireWorkYears': '经验不限', 'requireEduLevel': '大专', 'title': '初级产品经理', 'salary': '5-10k', 'dq': '广州', 'jobKind': '2', 'refreshTime': '20211125150437', 'pcOuterLink': '', 'h5OuterLink': '', 'jobId': '44331983', 'topJob': False, 'link': 'https://www.liepin.com/job/1944331983.shtml', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=1&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=1', 'advViewFlag': False}, 'comp': {'compScale': '50-99人', 'compId': 12931963, 'compLogo': '61b07937d0458d53c627567e02u.jpg', 'compName': '广州秒音科技有限公司', 'compIndustry': '培训服务', 'link': 'https://www.liepin.com/company/12931963/'}, 'recruiter': {'chatted': False, 'recruiterName': '霍女士', 'recruiterTitle': '人事', 'imId': '190ab81a74d5846c2e02023589153cdf', 'imUserType': '2', 'recruiterId': 'dfd86eaa710f7eb297d8d49512cabd0a', 'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'}, 'dataInfo': 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'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=2&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=2', 'advViewFlag': False}, 'comp': {'compScale': '5000-10000人', 'compStage': '融资未公开', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '某广州大型互联网公司', 'compIndustry': '互联网', 'link': ''}, 'recruiter': {'chatted': False, 'recruiterName': '张女士', 'recruiterTitle': '猎头顾问', 'imId': '35855ca4dea2dc09cc809655362a8e54', 'imUserType': '2', 'recruiterId': '12c821593cfaeee7d608f631ba7b365c', 'recruiterPhoto': '6108aa0e759ac71c63de418a04u.jpg'}, 'dataInfo': 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'https://www.liepin.com/job/1956599317.shtml', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=3&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=3', 'advViewFlag': False}, 'comp': {'compScale': '1000-2000人', 'compId': 13103111, 'compLogo': '61b07937d0458d53c627567e02u.jpg', 'compName': '广州奥昆食品有限公司', 'compIndustry': '食品/饮料/酒水', 'link': 'https://www.liepin.com/company/13103111/'}, 'recruiter': {'chatted': False, 'recruiterName': '张女士', 'recruiterTitle': 'HRBP', 'imId': 'de76dc572f39a56c3a8b4208b41a2597', 'imUserType': '2', 'recruiterId': '7a5b05937023850a65b69a91a3e9c70d', 'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'}, 'dataInfo': 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'jobId': '49046387', 'topJob': False, 'link': 'https://www.liepin.com/job/1949046387.shtml', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=36&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=36', 'advViewFlag': False}, 'comp': {'compScale': '5000-10000人', 'compId': 1421537, 'compStage': '已上市', 'compLogo': '5bfea33774719d2aa34c7eb903a.png', 'compName': '广发证券', 'compIndustry': '基金/证券/期货', 'link': 'https://www.liepin.com/company/1421537/'}, 'recruiter': {'chatted': False, 'recruiterName': '王先生', 'recruiterTitle': 'HR', 'imId': 'db25c176f14e2e290f287de485347e8a', 'imUserType': '2', 'recruiterId': '405bfa6de54e260948d480b8c16566fc', 'recruiterPhoto': '5f8f98698dbe6273dcf8516008u.jpg'}, 'dataInfo': 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'https://www.liepin.com/job/1949318567.shtml', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=38&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=38', 'advViewFlag': False}, 'comp': {'compScale': '100-499人', 'compId': 8770675, 'compLogo': '6204d5c82d249250e33f030008u.png', 'compName': '泉能药业', 'compIndustry': '制药', 'link': 'https://www.liepin.com/company/8770675/'}, 'recruiter': {'chatted': False, 'recruiterName': '郑女士', 'recruiterTitle': '人力资源经理', 'imId': 'c635e4c1c786b8c4e37b0b202b2adc1c', 'imUserType': '2', 'recruiterId': 'f1fd6c5c7f42fe50fead12fba1a626dd', 'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'}, 'dataInfo': 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'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=39', 'advViewFlag': False}, 'comp': {'compScale': '1-49人', 'compStage': '天使轮', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '某知名公司', 'compIndustry': '物联网', 'link': ''}, 'recruiter': {'chatted': False, 'recruiterName': '岑先生', 'recruiterTitle': '猎头顾问', 'imId': '14d2189610998a2766eeece80d41bfcb', 'imUserType': '2', 'recruiterId': '7a3e764d1a0594d0cb12694546498149', 'recruiterPhoto': '5e54c3de29d83a675453429507u.jpg'}, 'dataInfo': '%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22jobId%22%3A%2245828899%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"jobKind\":\"1\",\"userId\":\"7a3e764d1a0594d0cb12694546498149\",\"jobId\":\"45828899\",\"recruiterName\":\"岑先生\",\"imId\":\"14d2189610998a2766eeece80d41bfcb\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5e54c3de29d83a675453429507u.jpg\"}'}], 'compList': []}, 'passThroughData': {'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'scene': 'input', 'sfrom': 'search_job_pc'}, 'pagination': {'currentPage': 1, 'pageSize': 40, 'totalPage': 10, 'totalCounts': 802, 'hasNext': False}}}\n"
     ]
    }
   ],
   "source": [
    "# send a POST request with headers\n",
    "r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "1c3eb965",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.pcOuterLink</th>\n",
       "      <th>job.h5OuterLink</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.title</th>\n",
       "      <th>...</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"35841bc3455096229ce7c6739fdbdfa2\",\"...</td>\n",
       "      <td>[地推经验，讲师]</td>\n",
       "      <td>6-10k</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20191020150350</td>\n",
       "      <td>市场产品专员/助理</td>\n",
       "      <td>...</td>\n",
       "      <td>新零售</td>\n",
       "      <td>https://www.liepin.com/company/10223523/</td>\n",
       "      <td>5f6e6be8c31904fce37b0b202b2adc1c</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>胡先生</td>\n",
       "      <td>销售</td>\n",
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       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"92a210d4e4ffc1578bc9b74f9a40fd90\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>3-7k</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20201022155417</td>\n",
       "      <td>互联网产品专员</td>\n",
       "      <td>...</td>\n",
       "      <td>培训服务</td>\n",
       "      <td>https://www.liepin.com/company/8827445/</td>\n",
       "      <td>836c6d187c187a22ad8732728d6065d6</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>黄先生</td>\n",
       "      <td>平面设计师</td>\n",
       "      <td>92a210d4e4ffc1578bc9b74f9a40fd90</td>\n",
       "      <td>5f912658f6d1ab5847702c7503u.png</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"c2970a83b7f8b6872d54461102c950a9\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>4-8k</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20200105182633</td>\n",
       "      <td>市场产品专员/助理</td>\n",
       "      <td>...</td>\n",
       "      <td>新零售</td>\n",
       "      <td>https://www.liepin.com/company/10289095/</td>\n",
       "      <td>ac4b0ac3248ca436ee7b65a82243fe9b</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>周先生</td>\n",
       "      <td>总经理</td>\n",
       "      <td>c2970a83b7f8b6872d54461102c950a9</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"9308e55409f05a932fe97a4fcaa833e4\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>4-5k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20220228114850</td>\n",
       "      <td>售前技术支持</td>\n",
       "      <td>...</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>https://www.liepin.com/company/13131745/</td>\n",
       "      <td>b675c593b5067b567ea58b95d93937d7</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>谢女士</td>\n",
       "      <td>行政</td>\n",
       "      <td>9308e55409f05a932fe97a4fcaa833e4</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"bf867c16d0a28acabbbfc80182d8c7e5\",\"...</td>\n",
       "      <td>[金融产品]</td>\n",
       "      <td>5-10k</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20210603050511</td>\n",
       "      <td>销售助理</td>\n",
       "      <td>...</td>\n",
       "      <td>银行</td>\n",
       "      <td>https://www.liepin.com/company/12766011/</td>\n",
       "      <td>df913980dee89ce32982e990dc084411</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>韦先生</td>\n",
       "      <td>人事总监</td>\n",
       "      <td>bf867c16d0a28acabbbfc80182d8c7e5</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"f6cf73d9b88d0c62ff014d9446fc58f5\",\"...</td>\n",
       "      <td>[饮品师, 奶茶师]</td>\n",
       "      <td>3-5k</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20211228143618</td>\n",
       "      <td>茶饮调茶师</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/12500019/</td>\n",
       "      <td>0f653bab10c7c38d5d887c62117912b0</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>李女士</td>\n",
       "      <td>运营主管</td>\n",
       "      <td>f6cf73d9b88d0c62ff014d9446fc58f5</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"b1b5c14f0609926d9fadc5400b889dbc\",\"...</td>\n",
       "      <td>[电话销售, 金融业]</td>\n",
       "      <td>4-9k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230511150821</td>\n",
       "      <td>金融【销售】经理+话补</td>\n",
       "      <td>...</td>\n",
       "      <td>其他商务服务业</td>\n",
       "      <td>https://www.liepin.com/company/13539225/</td>\n",
       "      <td>67d080211c637f2bc840dbff03641b29</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>蔡女士</td>\n",
       "      <td>人事主管</td>\n",
       "      <td>b1b5c14f0609926d9fadc5400b889dbc</td>\n",
       "      <td>645c42fdef0eab2b658541b107u.png</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"5af96253cbbbea3d99bde95f9b9f06e8\",\"...</td>\n",
       "      <td>[电话销售, 网络销售, 教育行业, 课程培训, 教育培训, 成人教育]</td>\n",
       "      <td>7-11k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230511095348</td>\n",
       "      <td>学习规划师</td>\n",
       "      <td>...</td>\n",
       "      <td>培训服务</td>\n",
       "      <td>https://www.liepin.com/company/13536551/</td>\n",
       "      <td>65965471ecd6be158f669bb17ec3d8eb</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>陈先生</td>\n",
       "      <td>招聘专员</td>\n",
       "      <td>5af96253cbbbea3d99bde95f9b9f06e8</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"7ee7f833633eda5a73a2b59526dd7a6a\",\"...</td>\n",
       "      <td>[学科类, 教师课程, 成人教育, 讲师, 线上授课, 线下授课, 集体授课]</td>\n",
       "      <td>7-12k</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230206231057</td>\n",
       "      <td>招教培训讲师（双休）</td>\n",
       "      <td>...</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/8044714/</td>\n",
       "      <td>2f590364045b0871b0b324cf6014f601</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>容女士</td>\n",
       "      <td>三大区HRBP</td>\n",
       "      <td>7ee7f833633eda5a73a2b59526dd7a6a</td>\n",
       "      <td>622cb41667be101bcd6d63f907u.png</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"2312b179220f05e389e516823ee25c90\",\"...</td>\n",
       "      <td>[生物, 消费电子, 理学, 客户管理, 区域销售, 渠道销售, 医疗行业, 医院]</td>\n",
       "      <td>10-25k·18薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230511095515</td>\n",
       "      <td>商务市场KA销售储备经理</td>\n",
       "      <td>...</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>https://www.liepin.com/company/9772955/</td>\n",
       "      <td>f0fbf29ea0bec14b03ab15f3af03b172</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>周先生</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>2312b179220f05e389e516823ee25c90</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>D轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"fb431c14809265fab6f379005fa9c4f4\",\"...</td>\n",
       "      <td>[客户管理, 生物, 消费电子, 理学, 区域销售, 渠道销售, 医院, 医疗行业]</td>\n",
       "      <td>15-25k·18薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230506184458</td>\n",
       "      <td>商务市场KA销售储备经理</td>\n",
       "      <td>...</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>https://www.liepin.com/company/9772955/</td>\n",
       "      <td>cabce6912c11c48adb286ab5a8a082c5</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>王先生</td>\n",
       "      <td>hrbp</td>\n",
       "      <td>fb431c14809265fab6f379005fa9c4f4</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>D轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"ba85c13db0f5609d71f9755a89a3840e\",\"...</td>\n",
       "      <td>[销售管理, 消费电子, 市场洞察, 电子/半导体, 渠道销售, 电子产品及配件]</td>\n",
       "      <td>4-12k</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230316141707</td>\n",
       "      <td>销售代表</td>\n",
       "      <td>...</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/3749818/</td>\n",
       "      <td>bd8d08cd861449ef97cd4b0530f9e3f9</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>郑女士</td>\n",
       "      <td></td>\n",
       "      <td>ba85c13db0f5609d71f9755a89a3840e</td>\n",
       "      <td>54d1e75b712e7147fd8055db01a.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"63081e5e1788a74c5e6e7b983e65429c\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>4-6k</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20200224141108</td>\n",
       "      <td>图书发行助理</td>\n",
       "      <td>...</td>\n",
       "      <td>广播/影视/录音</td>\n",
       "      <td>https://www.liepin.com/company/1550217/</td>\n",
       "      <td>fdf776f864b40cad01ab80e4a8b96567</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>谢女士</td>\n",
       "      <td>人力资源总监</td>\n",
       "      <td>63081e5e1788a74c5e6e7b983e65429c</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>战略投资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"eb1ba16168084c7f26d13a142635efaf\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>5-7k</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230509161251</td>\n",
       "      <td>医学产品研发（应届生）</td>\n",
       "      <td>...</td>\n",
       "      <td>医疗机构</td>\n",
       "      <td>https://www.liepin.com/company/8722676/</td>\n",
       "      <td>0462e32cb3e85c832982e990dc084411</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>张先生</td>\n",
       "      <td>招聘负责人</td>\n",
       "      <td>eb1ba16168084c7f26d13a142635efaf</td>\n",
       "      <td>5cf61c8f501544662c8dbdd707u.png</td>\n",
       "      <td>A轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"0a0aa55ad45c4db070aebcc237aa49da\",\"...</td>\n",
       "      <td>[医院, 渠道销售, 客户管理, 销售管理]</td>\n",
       "      <td>8-12k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230512141226</td>\n",
       "      <td>医疗器械销售代表</td>\n",
       "      <td>...</td>\n",
       "      <td>培训服务</td>\n",
       "      <td>https://www.liepin.com/company/12511037/</td>\n",
       "      <td>99040f2416e73d89a44073f4eac7a607</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>何女士</td>\n",
       "      <td>人事专员</td>\n",
       "      <td>0a0aa55ad45c4db070aebcc237aa49da</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"b1b0403e783ee7a883f883fe82aaa237\",\"...</td>\n",
       "      <td>[电话销售, 上门拜访/面销]</td>\n",
       "      <td>5-8k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20210726105452</td>\n",
       "      <td>销售代表</td>\n",
       "      <td>...</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/8038840/</td>\n",
       "      <td>b877427a4b75b9df6acd98c2560acc8e</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>王女士</td>\n",
       "      <td>移动产品经理</td>\n",
       "      <td>b1b0403e783ee7a883f883fe82aaa237</td>\n",
       "      <td>60fe245872e1184bcb5ea3b601u.png</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"1b9329c600dd5f2bdf014981372c3ca0\",\"...</td>\n",
       "      <td>[烟酒, 客户管理, 渠道销售, to B, 区域销售]</td>\n",
       "      <td>5-10k</td>\n",
       "      <td>广州-花都区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230427101658</td>\n",
       "      <td>中低销售经理/访销经理</td>\n",
       "      <td>...</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>https://www.liepin.com/company/7885730/</td>\n",
       "      <td>4b8daac830cca41acb8db5f39dbf4c7c</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>张先生</td>\n",
       "      <td>人力资源经理hrm</td>\n",
       "      <td>1b9329c600dd5f2bdf014981372c3ca0</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"88764bb6ef337096a3aa3396ef377c39\",\"...</td>\n",
       "      <td>[硬件调试, 硬件维护, 硬件测试]</td>\n",
       "      <td>5-8k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20220630111547</td>\n",
       "      <td>技术支持工程师（广东）</td>\n",
       "      <td>...</td>\n",
       "      <td>物联网</td>\n",
       "      <td>https://www.liepin.com/company/3244042/</td>\n",
       "      <td>5bd50f041f2c4f9a62f6540bf442d9e7</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>李女士</td>\n",
       "      <td>国内业务HRBP经理</td>\n",
       "      <td>88764bb6ef337096a3aa3396ef377c39</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"2e753345e76d2d011456b9f215f61882\",\"...</td>\n",
       "      <td>[药品/医疗器械销售, 大客户销售, 区域销售, 市场营销, 渠道销售, 电话销售, 网络销...</td>\n",
       "      <td>6-10k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20221124094731</td>\n",
       "      <td>医疗器械销售代表</td>\n",
       "      <td>...</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>https://www.liepin.com/company/9814923/</td>\n",
       "      <td>4efc6f77a8547f658d1ff84e0a6c6898</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>翁女士</td>\n",
       "      <td>人事专员</td>\n",
       "      <td>2e753345e76d2d011456b9f215f61882</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"ef8d296204512c676f8d04ea91481807\",\"...</td>\n",
       "      <td>[结构工程, 建筑设计, 钢结构工程]</td>\n",
       "      <td>8-15k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20220620180305</td>\n",
       "      <td>篷房工程设计师</td>\n",
       "      <td>...</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>https://www.liepin.com/company/8371812/</td>\n",
       "      <td>7eaf0862d9b2beb61837546e45eb3a29</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>钟女士</td>\n",
       "      <td>人事</td>\n",
       "      <td>ef8d296204512c676f8d04ea91481807</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"ade4ad044592a1d42e751f2e1b7773d2\",\"...</td>\n",
       "      <td>[策略产品, 产品优化]</td>\n",
       "      <td>10-13k·14薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20220404105502</td>\n",
       "      <td>产品拓展专员</td>\n",
       "      <td>...</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/10100071/</td>\n",
       "      <td>304e4b7144e79c8be37b0b202b2adc1c</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>楚先生</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>ade4ad044592a1d42e751f2e1b7773d2</td>\n",
       "      <td>5d1c01a43ee8b11dd4a7b4d302u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"5b12d47a31de6d678e76c5c6ad961ecf\",\"...</td>\n",
       "      <td>[网络推广]</td>\n",
       "      <td>4-6k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20221129155546</td>\n",
       "      <td>网络推广助理</td>\n",
       "      <td>...</td>\n",
       "      <td>电气机械/器材</td>\n",
       "      <td>https://www.liepin.com/company/12472449/</td>\n",
       "      <td>2f9d9f246b0eb8d40e33f8ac54fbf39e</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>李女士</td>\n",
       "      <td></td>\n",
       "      <td>5b12d47a31de6d678e76c5c6ad961ecf</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>战略投资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"bbe58f2a371e2903a6340e3c89d8259a\",\"...</td>\n",
       "      <td>[农业, 团队管理, 客户管理]</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20210413181208</td>\n",
       "      <td>销售经理（农产品检测）</td>\n",
       "      <td>...</td>\n",
       "      <td>检测/认证</td>\n",
       "      <td>https://www.liepin.com/company/8525517/</td>\n",
       "      <td>06a3e0746e146c8e9f90a7bcfdb96d0e</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>郑先生</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>bbe58f2a371e2903a6340e3c89d8259a</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>沪深A股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"2e753345e76d2d011456b9f215f61882\",\"...</td>\n",
       "      <td>[药品/医疗器械销售, 大客户销售, 区域销售, 市场营销, 渠道销售, 电话销售, 网络销...</td>\n",
       "      <td>6-10k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20221117101849</td>\n",
       "      <td>销售代表</td>\n",
       "      <td>...</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>https://www.liepin.com/company/9814923/</td>\n",
       "      <td>4efc6f77a8547f658d1ff84e0a6c6898</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>翁女士</td>\n",
       "      <td>人事专员</td>\n",
       "      <td>2e753345e76d2d011456b9f215f61882</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"354cd5c545f1c082dda275f520946c05\",\"...</td>\n",
       "      <td>[电话销售, 软件销售, 上门拜访/面销, 大客户销售]</td>\n",
       "      <td>6-10k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20210615145951</td>\n",
       "      <td>销售代表</td>\n",
       "      <td>...</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/8038840/</td>\n",
       "      <td>d38c03ed94cc64ffba00dddeb605873d</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>人力行政主管</td>\n",
       "      <td>354cd5c545f1c082dda275f520946c05</td>\n",
       "      <td>60c208d27f1ea813a2a3181906u.png</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"a4284da678aa5c0262dfcfdea2cbcc79\",\"...</td>\n",
       "      <td>[生产操作员]</td>\n",
       "      <td>4-6k</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20220827164334</td>\n",
       "      <td>油压机操作员</td>\n",
       "      <td>...</td>\n",
       "      <td>金属制品</td>\n",
       "      <td>https://www.liepin.com/company/13303327/</td>\n",
       "      <td>0c9b8f0a35dd06a1fa1c74c9d557610b</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>陈先生</td>\n",
       "      <td>厂务</td>\n",
       "      <td>a4284da678aa5c0262dfcfdea2cbcc79</td>\n",
       "      <td>6309d324e4b9e921abca97a207u.png</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"339fceb1e0b0129a23adbad079aa78aa\",\"...</td>\n",
       "      <td>[生产管理]</td>\n",
       "      <td>6-8k</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20210414231308</td>\n",
       "      <td>文员、买手助理、设计师助理</td>\n",
       "      <td>...</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>https://www.liepin.com/company/12685913/</td>\n",
       "      <td>8b473aae3c37561bd6a9d1214a39013b</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>唐先生</td>\n",
       "      <td>经理</td>\n",
       "      <td>339fceb1e0b0129a23adbad079aa78aa</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"8c2374af0682b9fa63af266ea9347913\",\"...</td>\n",
       "      <td>[销售管理, 不出差,  配车]</td>\n",
       "      <td>4-7k</td>\n",
       "      <td>广州-花都区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20220921155414</td>\n",
       "      <td>销售代表</td>\n",
       "      <td>...</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>https://www.liepin.com/company/13281735/</td>\n",
       "      <td>b2bd051f170852586c158a20144f1ccc</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>戴先生</td>\n",
       "      <td>经理</td>\n",
       "      <td>8c2374af0682b9fa63af266ea9347913</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"1e48f81c605b19575dce7fc78717a15e\",\"...</td>\n",
       "      <td>[销售, 销售顾问, 客户代表, 互联网, 电销, 面销]</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20220326101405</td>\n",
       "      <td>销售顾问</td>\n",
       "      <td>...</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/8038840/</td>\n",
       "      <td>ce9dc9d8e28e95aee68ea511f8a9efc5</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>谢女士</td>\n",
       "      <td>商务经理</td>\n",
       "      <td>1e48f81c605b19575dce7fc78717a15e</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"90f1b604def1013ec70339142be8d65d\",\"...</td>\n",
       "      <td>[渠道销售, 营销推广, 区域]</td>\n",
       "      <td>5-10k</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20200609165910</td>\n",
       "      <td>渠道销售</td>\n",
       "      <td>...</td>\n",
       "      <td>珠宝/首饰</td>\n",
       "      <td>https://www.liepin.com/company/7888238/</td>\n",
       "      <td>0d522dbc2d82985378f5885b11a76839</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>金女士</td>\n",
       "      <td>招聘负责人</td>\n",
       "      <td>90f1b604def1013ec70339142be8d65d</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"a4ea9ae09b0f34bdb7cb0c575b74e630\",\"...</td>\n",
       "      <td>[生产管理, 生产跟单]</td>\n",
       "      <td>4-5k·14薪</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20210531135017</td>\n",
       "      <td>跟单文员</td>\n",
       "      <td>...</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>https://www.liepin.com/company/12608811/</td>\n",
       "      <td>b6dad54cb552273f160bef405ccde8ba</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>人事行政主管</td>\n",
       "      <td>a4ea9ae09b0f34bdb7cb0c575b74e630</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"e608f52af1c19b30330f99309f916d3e\",\"...</td>\n",
       "      <td>[提供住宿, 有年终奖]</td>\n",
       "      <td>5-6k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20220407152943</td>\n",
       "      <td>销售助理</td>\n",
       "      <td>...</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>https://www.liepin.com/company/12919661/</td>\n",
       "      <td>25f93b2594900e76b1150f09f42fa83a</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>王女士</td>\n",
       "      <td>总经理</td>\n",
       "      <td>e608f52af1c19b30330f99309f916d3e</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"c0170c61e24e69eaa2310631cb7f1342\",\"...</td>\n",
       "      <td>[生产跟单, 有鞋厂经验]</td>\n",
       "      <td>4-5k</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20191225111517</td>\n",
       "      <td>生产跟单</td>\n",
       "      <td>...</td>\n",
       "      <td>服装/纺织/皮革</td>\n",
       "      <td>https://www.liepin.com/company/12001233/</td>\n",
       "      <td>5e6a68de234d8f66351ff05530f680dd</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>党女士</td>\n",
       "      <td>行政人事经理</td>\n",
       "      <td>c0170c61e24e69eaa2310631cb7f1342</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"aed9b616284a985c46804deb4e02d76c\",\"...</td>\n",
       "      <td>[沟通技巧, 生产跟单]</td>\n",
       "      <td>3-6k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20191126084648</td>\n",
       "      <td>业务跟单员</td>\n",
       "      <td>...</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>https://www.liepin.com/company/10266149/</td>\n",
       "      <td>3c175aa5a4ca7dadbefa578784e31c32</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>彭女士</td>\n",
       "      <td>经理</td>\n",
       "      <td>aed9b616284a985c46804deb4e02d76c</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"1a36dc9b3fb10fc88a6d782b38e980aa\",\"...</td>\n",
       "      <td>[电话销售, 大客户销售, 上门拜访/面销]</td>\n",
       "      <td>7-12k</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20210608133947</td>\n",
       "      <td>销售代表</td>\n",
       "      <td>...</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/8038840/</td>\n",
       "      <td>082ba79c1c45a7f1c0b855de83315f3c</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>人力资源专员/助理</td>\n",
       "      <td>1a36dc9b3fb10fc88a6d782b38e980aa</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"9db1d8eda5edc687474bf5837770470d\",\"...</td>\n",
       "      <td>[生产管理]</td>\n",
       "      <td>3-5k</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20200624103707</td>\n",
       "      <td>生产跟单</td>\n",
       "      <td>...</td>\n",
       "      <td>电气机械/器材</td>\n",
       "      <td>https://www.liepin.com/company/12287191/</td>\n",
       "      <td>f1c6a89eb5ee2eebe3a362ce23913155</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>胡先生</td>\n",
       "      <td>生产经理/车间主任</td>\n",
       "      <td>9db1d8eda5edc687474bf5837770470d</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"8a6969ab28619a46281021ca029e9d7b\",\"...</td>\n",
       "      <td>[销售运营]</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20210407121607</td>\n",
       "      <td>项目销售经理</td>\n",
       "      <td>...</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>https://www.liepin.com/company/12248877/</td>\n",
       "      <td>fcf069e39c9a7dce3417a188cf69ded9</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>曾先生</td>\n",
       "      <td>董事长</td>\n",
       "      <td>8a6969ab28619a46281021ca029e9d7b</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"c00c271a0ded67f14878177aa87f92b0\",\"...</td>\n",
       "      <td>[生产跟单]</td>\n",
       "      <td>3-7k</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20210513140501</td>\n",
       "      <td>生产跟单</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/12740181/</td>\n",
       "      <td>91adc3aeb4dffed4a9f0273dd33fa30b</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>邓女士</td>\n",
       "      <td>人事</td>\n",
       "      <td>c00c271a0ded67f14878177aa87f92b0</td>\n",
       "      <td>609cce21a775f32e2acc4fb205u.png</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"e8d13b96e805aa599c25ffd33a6a4d83\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>25-40k</td>\n",
       "      <td>广州-花都区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230324085734</td>\n",
       "      <td>口腔产品销售及运营专员/经理</td>\n",
       "      <td>...</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>https://www.liepin.com/company/7883743/</td>\n",
       "      <td>47c45024c5f33ffc651ec1d54741dccf</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>鲍先生</td>\n",
       "      <td>Mooeli 全国负责人</td>\n",
       "      <td>e8d13b96e805aa599c25ffd33a6a4d83</td>\n",
       "      <td>64182e1815733078d8340abd04u.png</td>\n",
       "      <td>港股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"0ea267c7ec1d975ac9124ed02d07cf00\",\"...</td>\n",
       "      <td>[医疗器材销售, 医疗耗材销售, 医药代表]</td>\n",
       "      <td>11-20k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20210825201304</td>\n",
       "      <td>（高级）产品技术专员\\大客户经理</td>\n",
       "      <td>...</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>https://www.liepin.com/company/8645958/</td>\n",
       "      <td>b952d8ff65ed54d8dc2616a5acb8537e</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>龚先生</td>\n",
       "      <td>DSM</td>\n",
       "      <td>0ea267c7ec1d975ac9124ed02d07cf00</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             dataInfo  \\\n",
       "0   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "1   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "2   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "3   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "4   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "5   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "6   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "7   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "8   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "9   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "10  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "11  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "12  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "13  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "14  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "15  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "16  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "17  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "18  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "19  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "20  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "21  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "22  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "23  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "24  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "25  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "26  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "27  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "28  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "29  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "30  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "31  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "32  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "33  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "34  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "35  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "36  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "37  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "38  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "39  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "\n",
       "                                           dataParams  \\\n",
       "0   {\"userId\":\"35841bc3455096229ce7c6739fdbdfa2\",\"...   \n",
       "1   {\"userId\":\"92a210d4e4ffc1578bc9b74f9a40fd90\",\"...   \n",
       "2   {\"userId\":\"c2970a83b7f8b6872d54461102c950a9\",\"...   \n",
       "3   {\"userId\":\"9308e55409f05a932fe97a4fcaa833e4\",\"...   \n",
       "4   {\"userId\":\"bf867c16d0a28acabbbfc80182d8c7e5\",\"...   \n",
       "5   {\"userId\":\"f6cf73d9b88d0c62ff014d9446fc58f5\",\"...   \n",
       "6   {\"userId\":\"b1b5c14f0609926d9fadc5400b889dbc\",\"...   \n",
       "7   {\"userId\":\"5af96253cbbbea3d99bde95f9b9f06e8\",\"...   \n",
       "8   {\"userId\":\"7ee7f833633eda5a73a2b59526dd7a6a\",\"...   \n",
       "9   {\"userId\":\"2312b179220f05e389e516823ee25c90\",\"...   \n",
       "10  {\"userId\":\"fb431c14809265fab6f379005fa9c4f4\",\"...   \n",
       "11  {\"userId\":\"ba85c13db0f5609d71f9755a89a3840e\",\"...   \n",
       "12  {\"userId\":\"63081e5e1788a74c5e6e7b983e65429c\",\"...   \n",
       "13  {\"userId\":\"eb1ba16168084c7f26d13a142635efaf\",\"...   \n",
       "14  {\"userId\":\"0a0aa55ad45c4db070aebcc237aa49da\",\"...   \n",
       "15  {\"userId\":\"b1b0403e783ee7a883f883fe82aaa237\",\"...   \n",
       "16  {\"userId\":\"1b9329c600dd5f2bdf014981372c3ca0\",\"...   \n",
       "17  {\"userId\":\"88764bb6ef337096a3aa3396ef377c39\",\"...   \n",
       "18  {\"userId\":\"2e753345e76d2d011456b9f215f61882\",\"...   \n",
       "19  {\"userId\":\"ef8d296204512c676f8d04ea91481807\",\"...   \n",
       "20  {\"userId\":\"ade4ad044592a1d42e751f2e1b7773d2\",\"...   \n",
       "21  {\"userId\":\"5b12d47a31de6d678e76c5c6ad961ecf\",\"...   \n",
       "22  {\"userId\":\"bbe58f2a371e2903a6340e3c89d8259a\",\"...   \n",
       "23  {\"userId\":\"2e753345e76d2d011456b9f215f61882\",\"...   \n",
       "24  {\"userId\":\"354cd5c545f1c082dda275f520946c05\",\"...   \n",
       "25  {\"userId\":\"a4284da678aa5c0262dfcfdea2cbcc79\",\"...   \n",
       "26  {\"userId\":\"339fceb1e0b0129a23adbad079aa78aa\",\"...   \n",
       "27  {\"userId\":\"8c2374af0682b9fa63af266ea9347913\",\"...   \n",
       "28  {\"userId\":\"1e48f81c605b19575dce7fc78717a15e\",\"...   \n",
       "29  {\"userId\":\"90f1b604def1013ec70339142be8d65d\",\"...   \n",
       "30  {\"userId\":\"a4ea9ae09b0f34bdb7cb0c575b74e630\",\"...   \n",
       "31  {\"userId\":\"e608f52af1c19b30330f99309f916d3e\",\"...   \n",
       "32  {\"userId\":\"c0170c61e24e69eaa2310631cb7f1342\",\"...   \n",
       "33  {\"userId\":\"aed9b616284a985c46804deb4e02d76c\",\"...   \n",
       "34  {\"userId\":\"1a36dc9b3fb10fc88a6d782b38e980aa\",\"...   \n",
       "35  {\"userId\":\"9db1d8eda5edc687474bf5837770470d\",\"...   \n",
       "36  {\"userId\":\"8a6969ab28619a46281021ca029e9d7b\",\"...   \n",
       "37  {\"userId\":\"c00c271a0ded67f14878177aa87f92b0\",\"...   \n",
       "38  {\"userId\":\"e8d13b96e805aa599c25ffd33a6a4d83\",\"...   \n",
       "39  {\"userId\":\"0ea267c7ec1d975ac9124ed02d07cf00\",\"...   \n",
       "\n",
       "                                           job.labels  job.salary  job.dq  \\\n",
       "0                                           [地推经验，讲师]       6-10k      广州   \n",
       "1                                                  []        3-7k      广州   \n",
       "2                                                  []        4-8k      广州   \n",
       "3                                                  []        4-5k  广州-黄埔区   \n",
       "4                                              [金融产品]       5-10k      广州   \n",
       "5                                          [饮品师, 奶茶师]        3-5k      广州   \n",
       "6                                         [电话销售, 金融业]        4-9k  广州-天河区   \n",
       "7                [电话销售, 网络销售, 教育行业, 课程培训, 教育培训, 成人教育]       7-11k  广州-黄埔区   \n",
       "8             [学科类, 教师课程, 成人教育, 讲师, 线上授课, 线下授课, 集体授课]       7-12k      广州   \n",
       "9          [生物, 消费电子, 理学, 客户管理, 区域销售, 渠道销售, 医疗行业, 医院]  10-25k·18薪  广州-越秀区   \n",
       "10         [客户管理, 生物, 消费电子, 理学, 区域销售, 渠道销售, 医院, 医疗行业]  15-25k·18薪  广州-越秀区   \n",
       "11          [销售管理, 消费电子, 市场洞察, 电子/半导体, 渠道销售, 电子产品及配件]       4-12k      广州   \n",
       "12                                                 []        4-6k      广州   \n",
       "13                                                 []        5-7k      广州   \n",
       "14                             [医院, 渠道销售, 客户管理, 销售管理]       8-12k  广州-黄埔区   \n",
       "15                                    [电话销售, 上门拜访/面销]        5-8k  广州-越秀区   \n",
       "16                       [烟酒, 客户管理, 渠道销售, to B, 区域销售]       5-10k  广州-花都区   \n",
       "17                                 [硬件调试, 硬件维护, 硬件测试]        5-8k  广州-海珠区   \n",
       "18  [药品/医疗器械销售, 大客户销售, 区域销售, 市场营销, 渠道销售, 电话销售, 网络销...   6-10k·13薪      广州   \n",
       "19                                [结构工程, 建筑设计, 钢结构工程]       8-15k  广州-越秀区   \n",
       "20                                       [策略产品, 产品优化]  10-13k·14薪  广州-黄埔区   \n",
       "21                                             [网络推广]    4-6k·13薪      广州   \n",
       "22                                   [农业, 团队管理, 客户管理]      10-15k  广州-黄埔区   \n",
       "23  [药品/医疗器械销售, 大客户销售, 区域销售, 市场营销, 渠道销售, 电话销售, 网络销...   6-10k·13薪      广州   \n",
       "24                       [电话销售, 软件销售, 上门拜访/面销, 大客户销售]       6-10k  广州-越秀区   \n",
       "25                                            [生产操作员]        4-6k  广州-白云区   \n",
       "26                                             [生产管理]        6-8k      广州   \n",
       "27                                   [销售管理, 不出差,  配车]        4-7k  广州-花都区   \n",
       "28                      [销售, 销售顾问, 客户代表, 互联网, 电销, 面销]      10-15k  广州-越秀区   \n",
       "29                                   [渠道销售, 营销推广, 区域]       5-10k      广州   \n",
       "30                                       [生产管理, 生产跟单]    4-5k·14薪      广州   \n",
       "31                                       [提供住宿, 有年终奖]    5-6k·13薪      广州   \n",
       "32                                      [生产跟单, 有鞋厂经验]        4-5k      广州   \n",
       "33                                       [沟通技巧, 生产跟单]        3-6k  广州-番禺区   \n",
       "34                             [电话销售, 大客户销售, 上门拜访/面销]       7-12k      广州   \n",
       "35                                             [生产管理]        3-5k      广州   \n",
       "36                                             [销售运营]      15-30k      广州   \n",
       "37                                             [生产跟单]        3-7k      广州   \n",
       "38                                                 []      25-40k  广州-花都区   \n",
       "39                             [医疗器材销售, 医疗耗材销售, 医药代表]  11-20k·13薪      广州   \n",
       "\n",
       "   job.pcOuterLink job.h5OuterLink job.jobKind job.refreshTime  \\\n",
       "0                                            2  20191020150350   \n",
       "1                                            2  20201022155417   \n",
       "2                                            2  20200105182633   \n",
       "3                                            2  20220228114850   \n",
       "4                                            2  20210603050511   \n",
       "5                                            2  20211228143618   \n",
       "6                                            2  20230511150821   \n",
       "7                                            2  20230511095348   \n",
       "8                                            2  20230206231057   \n",
       "9                                            2  20230511095515   \n",
       "10                                           2  20230506184458   \n",
       "11                                           2  20230316141707   \n",
       "12                                           2  20200224141108   \n",
       "13                                           2  20230509161251   \n",
       "14                                           2  20230512141226   \n",
       "15                                           2  20210726105452   \n",
       "16                                           2  20230427101658   \n",
       "17                                           2  20220630111547   \n",
       "18                                           2  20221124094731   \n",
       "19                                           2  20220620180305   \n",
       "20                                           2  20220404105502   \n",
       "21                                           2  20221129155546   \n",
       "22                                           2  20210413181208   \n",
       "23                                           2  20221117101849   \n",
       "24                                           2  20210615145951   \n",
       "25                                           2  20220827164334   \n",
       "26                                           2  20210414231308   \n",
       "27                                           2  20220921155414   \n",
       "28                                           2  20220326101405   \n",
       "29                                           2  20200609165910   \n",
       "30                                           2  20210531135017   \n",
       "31                                           2  20220407152943   \n",
       "32                                           2  20191225111517   \n",
       "33                                           2  20191126084648   \n",
       "34                                           2  20210608133947   \n",
       "35                                           2  20200624103707   \n",
       "36                                           2  20210407121607   \n",
       "37                                           2  20210513140501   \n",
       "38                                           2  20230324085734   \n",
       "39                                           2  20210825201304   \n",
       "\n",
       "           job.title  ... comp.compIndustry  \\\n",
       "0          市场产品专员/助理  ...               新零售   \n",
       "1            互联网产品专员  ...              培训服务   \n",
       "2          市场产品专员/助理  ...               新零售   \n",
       "3             售前技术支持  ...            专业技术服务   \n",
       "4               销售助理  ...                银行   \n",
       "5              茶饮调茶师  ...               NaN   \n",
       "6        金融【销售】经理+话补  ...           其他商务服务业   \n",
       "7              学习规划师  ...              培训服务   \n",
       "8         招教培训讲师（双休）  ...               互联网   \n",
       "9       商务市场KA销售储备经理  ...              人工智能   \n",
       "10      商务市场KA销售储备经理  ...              人工智能   \n",
       "11              销售代表  ...       电子/半导体/集成电路   \n",
       "12            图书发行助理  ...          广播/影视/录音   \n",
       "13       医学产品研发（应届生）  ...              医疗机构   \n",
       "14          医疗器械销售代表  ...              培训服务   \n",
       "15              销售代表  ...               互联网   \n",
       "16       中低销售经理/访销经理  ...          食品/饮料/酒水   \n",
       "17       技术支持工程师（广东）  ...               物联网   \n",
       "18          医疗器械销售代表  ...              医疗器械   \n",
       "19           篷房工程设计师  ...            贸易/进出口   \n",
       "20            产品拓展专员  ...       电子/半导体/集成电路   \n",
       "21            网络推广助理  ...           电气机械/器材   \n",
       "22       销售经理（农产品检测）  ...             检测/认证   \n",
       "23              销售代表  ...              医疗器械   \n",
       "24              销售代表  ...               互联网   \n",
       "25            油压机操作员  ...              金属制品   \n",
       "26     文员、买手助理、设计师助理  ...             批发/零售   \n",
       "27              销售代表  ...             机械/设备   \n",
       "28              销售顾问  ...               互联网   \n",
       "29              渠道销售  ...             珠宝/首饰   \n",
       "30              跟单文员  ...             机械/设备   \n",
       "31              销售助理  ...             批发/零售   \n",
       "32              生产跟单  ...          服装/纺织/皮革   \n",
       "33             业务跟单员  ...             批发/零售   \n",
       "34              销售代表  ...               互联网   \n",
       "35              生产跟单  ...           电气机械/器材   \n",
       "36            项目销售经理  ...            贸易/进出口   \n",
       "37              生产跟单  ...               NaN   \n",
       "38    口腔产品销售及运营专员/经理  ...              医疗器械   \n",
       "39  （高级）产品技术专员\\大客户经理  ...              医疗器械   \n",
       "\n",
       "                                   comp.link  \\\n",
       "0   https://www.liepin.com/company/10223523/   \n",
       "1    https://www.liepin.com/company/8827445/   \n",
       "2   https://www.liepin.com/company/10289095/   \n",
       "3   https://www.liepin.com/company/13131745/   \n",
       "4   https://www.liepin.com/company/12766011/   \n",
       "5   https://www.liepin.com/company/12500019/   \n",
       "6   https://www.liepin.com/company/13539225/   \n",
       "7   https://www.liepin.com/company/13536551/   \n",
       "8    https://www.liepin.com/company/8044714/   \n",
       "9    https://www.liepin.com/company/9772955/   \n",
       "10   https://www.liepin.com/company/9772955/   \n",
       "11   https://www.liepin.com/company/3749818/   \n",
       "12   https://www.liepin.com/company/1550217/   \n",
       "13   https://www.liepin.com/company/8722676/   \n",
       "14  https://www.liepin.com/company/12511037/   \n",
       "15   https://www.liepin.com/company/8038840/   \n",
       "16   https://www.liepin.com/company/7885730/   \n",
       "17   https://www.liepin.com/company/3244042/   \n",
       "18   https://www.liepin.com/company/9814923/   \n",
       "19   https://www.liepin.com/company/8371812/   \n",
       "20  https://www.liepin.com/company/10100071/   \n",
       "21  https://www.liepin.com/company/12472449/   \n",
       "22   https://www.liepin.com/company/8525517/   \n",
       "23   https://www.liepin.com/company/9814923/   \n",
       "24   https://www.liepin.com/company/8038840/   \n",
       "25  https://www.liepin.com/company/13303327/   \n",
       "26  https://www.liepin.com/company/12685913/   \n",
       "27  https://www.liepin.com/company/13281735/   \n",
       "28   https://www.liepin.com/company/8038840/   \n",
       "29   https://www.liepin.com/company/7888238/   \n",
       "30  https://www.liepin.com/company/12608811/   \n",
       "31  https://www.liepin.com/company/12919661/   \n",
       "32  https://www.liepin.com/company/12001233/   \n",
       "33  https://www.liepin.com/company/10266149/   \n",
       "34   https://www.liepin.com/company/8038840/   \n",
       "35  https://www.liepin.com/company/12287191/   \n",
       "36  https://www.liepin.com/company/12248877/   \n",
       "37  https://www.liepin.com/company/12740181/   \n",
       "38   https://www.liepin.com/company/7883743/   \n",
       "39   https://www.liepin.com/company/8645958/   \n",
       "\n",
       "                      recruiter.imId recruiter.imUserType recruiter.chatted  \\\n",
       "0   5f6e6be8c31904fce37b0b202b2adc1c                    2             False   \n",
       "1   836c6d187c187a22ad8732728d6065d6                    2             False   \n",
       "2   ac4b0ac3248ca436ee7b65a82243fe9b                    2             False   \n",
       "3   b675c593b5067b567ea58b95d93937d7                    2             False   \n",
       "4   df913980dee89ce32982e990dc084411                    2             False   \n",
       "5   0f653bab10c7c38d5d887c62117912b0                    2             False   \n",
       "6   67d080211c637f2bc840dbff03641b29                    2             False   \n",
       "7   65965471ecd6be158f669bb17ec3d8eb                    2             False   \n",
       "8   2f590364045b0871b0b324cf6014f601                    2             False   \n",
       "9   f0fbf29ea0bec14b03ab15f3af03b172                    2             False   \n",
       "10  cabce6912c11c48adb286ab5a8a082c5                    2             False   \n",
       "11  bd8d08cd861449ef97cd4b0530f9e3f9                    2             False   \n",
       "12  fdf776f864b40cad01ab80e4a8b96567                    2             False   \n",
       "13  0462e32cb3e85c832982e990dc084411                    2             False   \n",
       "14  99040f2416e73d89a44073f4eac7a607                    2             False   \n",
       "15  b877427a4b75b9df6acd98c2560acc8e                    2             False   \n",
       "16  4b8daac830cca41acb8db5f39dbf4c7c                    2             False   \n",
       "17  5bd50f041f2c4f9a62f6540bf442d9e7                    2             False   \n",
       "18  4efc6f77a8547f658d1ff84e0a6c6898                    2             False   \n",
       "19  7eaf0862d9b2beb61837546e45eb3a29                    2             False   \n",
       "20  304e4b7144e79c8be37b0b202b2adc1c                    2             False   \n",
       "21  2f9d9f246b0eb8d40e33f8ac54fbf39e                    2             False   \n",
       "22  06a3e0746e146c8e9f90a7bcfdb96d0e                    2             False   \n",
       "23  4efc6f77a8547f658d1ff84e0a6c6898                    2             False   \n",
       "24  d38c03ed94cc64ffba00dddeb605873d                    2             False   \n",
       "25  0c9b8f0a35dd06a1fa1c74c9d557610b                    2             False   \n",
       "26  8b473aae3c37561bd6a9d1214a39013b                    2             False   \n",
       "27  b2bd051f170852586c158a20144f1ccc                    2             False   \n",
       "28  ce9dc9d8e28e95aee68ea511f8a9efc5                    2             False   \n",
       "29  0d522dbc2d82985378f5885b11a76839                    2             False   \n",
       "30  b6dad54cb552273f160bef405ccde8ba                    2             False   \n",
       "31  25f93b2594900e76b1150f09f42fa83a                    2             False   \n",
       "32  5e6a68de234d8f66351ff05530f680dd                    2             False   \n",
       "33  3c175aa5a4ca7dadbefa578784e31c32                    2             False   \n",
       "34  082ba79c1c45a7f1c0b855de83315f3c                    2             False   \n",
       "35  f1c6a89eb5ee2eebe3a362ce23913155                    2             False   \n",
       "36  fcf069e39c9a7dce3417a188cf69ded9                    2             False   \n",
       "37  91adc3aeb4dffed4a9f0273dd33fa30b                    2             False   \n",
       "38  47c45024c5f33ffc651ec1d54741dccf                    2             False   \n",
       "39  b952d8ff65ed54d8dc2616a5acb8537e                    2             False   \n",
       "\n",
       "    recruiter.recruiterName recruiter.recruiterTitle  \\\n",
       "0                       胡先生                       销售   \n",
       "1                       黄先生                    平面设计师   \n",
       "2                       周先生                      总经理   \n",
       "3                       谢女士                       行政   \n",
       "4                       韦先生                     人事总监   \n",
       "5                       李女士                     运营主管   \n",
       "6                       蔡女士                     人事主管   \n",
       "7                       陈先生                     招聘专员   \n",
       "8                       容女士                  三大区HRBP   \n",
       "9                       周先生                     招聘经理   \n",
       "10                      王先生                     hrbp   \n",
       "11                      郑女士                            \n",
       "12                      谢女士                   人力资源总监   \n",
       "13                      张先生                    招聘负责人   \n",
       "14                      何女士                     人事专员   \n",
       "15                      王女士                   移动产品经理   \n",
       "16                      张先生                人力资源经理hrm   \n",
       "17                      李女士               国内业务HRBP经理   \n",
       "18                      翁女士                     人事专员   \n",
       "19                      钟女士                       人事   \n",
       "20                      楚先生                     招聘主管   \n",
       "21                      李女士                            \n",
       "22                      郑先生                     招聘经理   \n",
       "23                      翁女士                     人事专员   \n",
       "24                      陈女士                   人力行政主管   \n",
       "25                      陈先生                       厂务   \n",
       "26                      唐先生                       经理   \n",
       "27                      戴先生                       经理   \n",
       "28                      谢女士                     商务经理   \n",
       "29                      金女士                    招聘负责人   \n",
       "30                      吴女士                   人事行政主管   \n",
       "31                      王女士                      总经理   \n",
       "32                      党女士                   行政人事经理   \n",
       "33                      彭女士                       经理   \n",
       "34                      陈女士                人力资源专员/助理   \n",
       "35                      胡先生                生产经理/车间主任   \n",
       "36                      曾先生                      董事长   \n",
       "37                      邓女士                       人事   \n",
       "38                      鲍先生             Mooeli 全国负责人   \n",
       "39                      龚先生                      DSM   \n",
       "\n",
       "               recruiter.recruiterId         recruiter.recruiterPhoto  \\\n",
       "0   35841bc3455096229ce7c6739fdbdfa2  5f8f98698dbe6273dcf8516008u.jpg   \n",
       "1   92a210d4e4ffc1578bc9b74f9a40fd90  5f912658f6d1ab5847702c7503u.png   \n",
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       "4   bf867c16d0a28acabbbfc80182d8c7e5  5f8f986bdfb13a7dee342f2108u.jpg   \n",
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       "8   7ee7f833633eda5a73a2b59526dd7a6a  622cb41667be101bcd6d63f907u.png   \n",
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       "11  ba85c13db0f5609d71f9755a89a3840e  54d1e75b712e7147fd8055db01a.jpg   \n",
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       "36  8a6969ab28619a46281021ca029e9d7b  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       "37  c00c271a0ded67f14878177aa87f92b0  609cce21a775f32e2acc4fb205u.png   \n",
       "38  e8d13b96e805aa599c25ffd33a6a4d83  64182e1815733078d8340abd04u.png   \n",
       "39  0ea267c7ec1d975ac9124ed02d07cf00  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       "\n",
       "   comp.compStage  \n",
       "0             NaN  \n",
       "1           融资未公开  \n",
       "2             NaN  \n",
       "3             NaN  \n",
       "4             NaN  \n",
       "5             NaN  \n",
       "6             NaN  \n",
       "7             NaN  \n",
       "8             NaN  \n",
       "9              D轮  \n",
       "10             D轮  \n",
       "11            NaN  \n",
       "12           战略投资  \n",
       "13             A轮  \n",
       "14            NaN  \n",
       "15            NaN  \n",
       "16            NaN  \n",
       "17            NaN  \n",
       "18            NaN  \n",
       "19          融资未公开  \n",
       "20            NaN  \n",
       "21           战略投资  \n",
       "22         沪深A股上市  \n",
       "23            NaN  \n",
       "24            NaN  \n",
       "25            NaN  \n",
       "26            NaN  \n",
       "27          融资未公开  \n",
       "28            NaN  \n",
       "29            NaN  \n",
       "30            NaN  \n",
       "31             其他  \n",
       "32            NaN  \n",
       "33            NaN  \n",
       "34            NaN  \n",
       "35          融资未公开  \n",
       "36          融资未公开  \n",
       "37          融资未公开  \n",
       "38           港股上市  \n",
       "39            已上市  \n",
       "\n",
       "[40 rows x 31 columns]"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(response_data['data']['data']['jobCardList'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5b0a27bc",
   "metadata": {},
   "source": [
    " ## .创建翻页数据：\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "6822bfb8",
   "metadata": {},
   "outputs": [],
   "source": [
    "import copy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "b518c21f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 0,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 1,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 2,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 3,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 4,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 5,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 6,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 7,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 8,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 9,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 10,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}}]"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "payload_page = [] \n",
    "for i in range(11):\n",
    "    payload_new = copy.deepcopy(payload)\n",
    "    payload_new['data']['mainSearchPcConditionForm']['currentPage']=i\n",
    "    payload_page.append(payload_new)\n",
    "payload_page"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0fbf7183",
   "metadata": {},
   "source": [
    "### 批量存储数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "69ea3c84",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[                                             dataInfo  \\\n",
       " 0   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 2   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 3   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 4   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 5   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 11  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 12  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 14  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobKind\":\"6\",\"userId\":\"f194b22457f2070ef1c68...   \n",
       " 1   {\"jobKind\":\"6\",\"userId\":\"25f6b1ac52e7301746c75...   \n",
       " 2   {\"jobKind\":\"6\",\"userId\":\"c8b040414c97595a274a0...   \n",
       " 3   {\"jobKind\":\"6\",\"userId\":\"c8b040414c97595a274a0...   \n",
       " 4   {\"jobKind\":\"6\",\"userId\":\"8d160b6be5afbb63202b0...   \n",
       " 5   {\"jobKind\":\"6\",\"userId\":\"d437e0ff406adb8abbe36...   \n",
       " 6   {\"jobKind\":\"6\",\"userId\":\"5553774e1dfc4bd94e578...   \n",
       " 7   {\"jobKind\":\"6\",\"userId\":\"ec9218078fe5607864387...   \n",
       " 8   {\"jobKind\":\"6\",\"userId\":\"39a1728f031b9c655ddcb...   \n",
       " 9   {\"jobKind\":\"6\",\"userId\":\"39a1728f031b9c655ddcb...   \n",
       " 10  {\"jobKind\":\"6\",\"userId\":\"eebd41625cfa9d55eba9d...   \n",
       " 11  {\"jobKind\":\"6\",\"userId\":\"cade02fc79d49a9a07345...   \n",
       " 12  {\"jobKind\":\"6\",\"userId\":\"5553774e1dfc4bd94e578...   \n",
       " 13  {\"jobKind\":\"6\",\"userId\":\"f5e1bea9eb4f05f8ea417...   \n",
       " 14  {\"jobKind\":\"7\",\"userId\":\"\",\"jobId\":\"518911\",\"r...   \n",
       " 15  {\"jobKind\":\"6\",\"userId\":\"981b13258990cc6d436fd...   \n",
       " 16  {\"jobKind\":\"6\",\"userId\":\"04d86436f78ae4e742d54...   \n",
       " 17  {\"jobKind\":\"6\",\"userId\":\"ed79e9abb562c2c2e3f3a...   \n",
       " 18  {\"jobKind\":\"6\",\"userId\":\"aa5178a66d1486a14b91c...   \n",
       " 19  {\"jobKind\":\"6\",\"userId\":\"cb6716a4c26311016b851...   \n",
       " 20  {\"jobKind\":\"7\",\"userId\":\"\",\"jobId\":\"529051\",\"r...   \n",
       " 21  {\"jobKind\":\"6\",\"userId\":\"2f1c2f50d10c0d53a70ce...   \n",
       " 22  {\"jobKind\":\"6\",\"userId\":\"cd7ad3180b3da658793aa...   \n",
       " 23  {\"jobKind\":\"6\",\"userId\":\"bf310ace2505d3415de3d...   \n",
       " 24  {\"jobKind\":\"6\",\"userId\":\"826a980b61a42e5d6759f...   \n",
       " 25  {\"jobKind\":\"6\",\"userId\":\"ad10b2b5c605f4bfdf6a1...   \n",
       " 26  {\"jobKind\":\"2\",\"userId\":\"f7de5de3cbf7fd89b9bfd...   \n",
       " 27  {\"jobKind\":\"2\",\"userId\":\"5101bdeab7487e5c1d0a1...   \n",
       " 28  {\"jobKind\":\"2\",\"userId\":\"5101bdeab7487e5c1d0a1...   \n",
       " 29  {\"jobKind\":\"2\",\"userId\":\"00a147b384567427fd087...   \n",
       " 30  {\"jobKind\":\"2\",\"userId\":\"221a63b5ccc754dccedc7...   \n",
       " 31  {\"jobKind\":\"2\",\"userId\":\"7ca01ec408ef1d30ae8e4...   \n",
       " 32  {\"jobKind\":\"2\",\"userId\":\"4c1479d6012e7b86caa97...   \n",
       " 33  {\"jobKind\":\"2\",\"userId\":\"913622d8dc81eb0e78ae6...   \n",
       " 34  {\"jobKind\":\"2\",\"userId\":\"e2c8dc64bf6351839e99c...   \n",
       " 35  {\"jobKind\":\"2\",\"userId\":\"b4e202c249d928a12ab21...   \n",
       " 36  {\"jobKind\":\"2\",\"userId\":\"9d9295f7a1f638c6236e4...   \n",
       " 37  {\"jobKind\":\"2\",\"userId\":\"10cbc838e93fc06dbe4d2...   \n",
       " 38  {\"jobKind\":\"2\",\"userId\":\"ac53287cf887cb447b255...   \n",
       " 39  {\"jobKind\":\"2\",\"userId\":\"bff8ec01d90be3ea5ed16...   \n",
       " \n",
       "                                            job.labels  \\\n",
       " 0                                                [本科]   \n",
       " 1                              [本科, 产品设计, 用户研究, 产品规划]   \n",
       " 2          [后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]   \n",
       " 3                        [硕士, 内容产品, 金融行业, to G, 需求分析]   \n",
       " 4                              [硕士, 数据产品, 用户研究, 团队管理]   \n",
       " 5                                                [本科]   \n",
       " 6                                     [本科, IT类, 系统开发]   \n",
       " 7   [硕士, IT互联网, 云计算, 工业互联网, 智慧城市, 计算机软件, 产品设计, Vis...   \n",
       " 8                        [硕士, 数据产品, 产品规划, 市场调研, 竞品分析]   \n",
       " 9                  [硕士, 智慧城市, 产品规划, 市场调研, 竞品分析, 团队管理]   \n",
       " 10               [本科, 摄影/录像, 计算机软件, 用户研究, 产品设计, 产品规划]   \n",
       " 11                       [本科, 产品设计, 原型设计, 产品优化, 数据分析]   \n",
       " 12                                               [本科]   \n",
       " 13                                   [本科, 产品设计, 用户研究]   \n",
       " 14                                                 []   \n",
       " 15                                               [本科]   \n",
       " 16                                               [本科]   \n",
       " 17                                               [本科]   \n",
       " 18  [本科, 金融产品经理, 理财经理, 渠道经理, 证券类, 基金销售, 基金类, 投资顾问,...   \n",
       " 19                              [本科, 电子/半导体, 通信/网络设备]   \n",
       " 20                                                 []   \n",
       " 21  [4个月, 提供转正, 本科, SaaS系统, 市场调研, 需求调研, 原型设计, 需求分析...   \n",
       " 22                 [硕士, 数据产品, 产品设计, 产品优化, 用户研究, 产品规划]   \n",
       " 23                  [6个月, 提供转正, 本科, 需求管理, 需求分析, 用户研究]   \n",
       " 24                              [2个月, 提供转正, 硕士, 产品优化]   \n",
       " 25                  [3个月, 本科, 产品设计, 市场调研, 竞品分析, 产品规划]   \n",
       " 26                                  [to C, 消费品, 电子商务]   \n",
       " 27                                             [to B]   \n",
       " 28                                             [to B]   \n",
       " 29  [电子商务, Axure, 用户研究, 需求分析, 产品规划, 交互设计, Xmind, 数...   \n",
       " 30                                              [证券类]   \n",
       " 31                                             [金融产品]   \n",
       " 32                                                 []   \n",
       " 33                     [支付产品, 支付行业, 产品设计, 产品规划, 用户研究]   \n",
       " 34                                                 []   \n",
       " 35                              [BD，业务，采购，, 酒店/旅行社合作]   \n",
       " 36                                             [金融产品]   \n",
       " 37                [政务类, 用户研究, 需求分析, 产品规划, 市场调研, 产品设计]   \n",
       " 38                                               [韩语]   \n",
       " 39  [AI人工智能产品, 增长产品, 人工智能, 电子/半导体/集成电路, 科研/技术服务, 制...   \n",
       " \n",
       "                      job.title  job.salary  job.dq job.jobKind  \\\n",
       " 0           2022校招-营销中心-产品经理助理       8-10k  广州-番禺区           6   \n",
       " 1     2023届提前批-产品经理 (MJ012344)  15-25k·15薪  广州-越秀区           6   \n",
       " 2                   人力资源数据产品经理        薪资面议  广州-天河区           6   \n",
       " 3                  互联网学习平台产品经理      19-25k      广州           6   \n",
       " 4                      光器件产品经理  15-20k·14薪  广州-黄埔区           6   \n",
       " 5                  【校招】信用卡产品经理  10-13k·14薪  广州-天河区           6   \n",
       " 6                      产品经理培训生       7-11k  广州-黄埔区           6   \n",
       " 7                     产品经理（校招）   9-18k·18薪      广州           6   \n",
       " 8   2023届-大数据平台产品经理 (MJ001161)      10-23k  广州-黄埔区           6   \n",
       " 9        2023届-产品经理 (MJ001163)      10-20k  广州-黄埔区           6   \n",
       " 10               产品经理（2023届校招）       7-13k  广州-天河区           6   \n",
       " 11                        产品经理      20-30k      广州           6   \n",
       " 12                产品经理(J11023)       7-10k  广州-黄埔区           6   \n",
       " 13                        产品经理      12-25k      广州           6   \n",
       " 14                      行业产品经理          面议      广州           7   \n",
       " 15                    直播运营（PM）        6-8k  广州-越秀区           6   \n",
       " 16            直播运营（PM）(J10125)        6-8k      广州           6   \n",
       " 17                        产品经理        4-5k  广州-海珠区           6   \n",
       " 18              金融产品经理（番禺万博二路）        4-8k  广州-番禺区           6   \n",
       " 19                        专案PM    6-8k·13薪  广州-黄埔区           6   \n",
       " 20                    产品经理（管培）      10-17k  广州-黄埔区           7   \n",
       " 21              产品经理 线上远程 提供转正  200-250元/天  广州-天河区           6   \n",
       " 22                        产品经理      300元/天  广州-黄埔区           6   \n",
       " 23                   IT产品经理实习生  150-200元/天  广州-越秀区           6   \n",
       " 24                     产品经理实习生  150-180元/天  广州-天河区           6   \n",
       " 25                     产品经理实习生  150-250元/天  广州-天河区           6   \n",
       " 26                    eWMS产品经理  20-40k·14薪  广州-天河区           2   \n",
       " 27                    （储备）产品经理      13-16k  广州-天河区           2   \n",
       " 28          （储备）产品经理--20-22届本科      10-14k  广州-天河区           2   \n",
       " 29              产品经理（凡科商城SaaS）       8-11k  广州-海珠区           2   \n",
       " 30                      金融产品经理       5-10k  广州-越秀区           2   \n",
       " 31                      金融产品经理       5-10k      广州           2   \n",
       " 32                       车产品经理      15-30k  广州-南沙区           2   \n",
       " 33                   储备干部—产品经理        2-3k  广州-天河区           2   \n",
       " 34                        产品经理      15-30k  广州-黄埔区           2   \n",
       " 35                    酒店签约产品经理       6-11k      广州           2   \n",
       " 36                  金融产品经理（荔湾）      10-25k      广州           2   \n",
       " 37                      政务产品经理      12-20k  广州-海珠区           2   \n",
       " 38                    韩国酒店产品经理      15-25k  广州-番禺区           2   \n",
       " 39                   工业软件类产品经理  20-30k·15薪  广州-黄埔区           2   \n",
       " \n",
       "    job.refreshTime job.pcOuterLink job.h5OuterLink  ... recruiter.chatted  \\\n",
       " 0   20220926154947                                  ...             False   \n",
       " 1   20230420135845                                  ...             False   \n",
       " 2   20230511202843                                  ...             False   \n",
       " 3   20230322132453                                  ...             False   \n",
       " 4   20230426092602                                  ...             False   \n",
       " 5   20230216154258                                  ...             False   \n",
       " 6   20221124220251                                  ...             False   \n",
       " 7   20221019094528                                  ...             False   \n",
       " 8   20220823114952                                  ...             False   \n",
       " 9   20220823114249                                  ...             False   \n",
       " 10  20220804104115                                  ...             False   \n",
       " 11  20211117162519                                  ...             False   \n",
       " 12  20220516121015                                  ...             False   \n",
       " 13  20220721161952                                  ...             False   \n",
       " 14  20230207174215             NaN             NaN  ...             False   \n",
       " 15  20230322150025                                  ...             False   \n",
       " 16  20230322143603                                  ...             False   \n",
       " 17  20221109120406                                  ...             False   \n",
       " 18  20230403163505                                  ...             False   \n",
       " 19  20220705082900                                  ...             False   \n",
       " 20  20221021095151             NaN             NaN  ...             False   \n",
       " 21  20230505094127                                  ...             False   \n",
       " 22  20211018160421                                  ...             False   \n",
       " 23  20220905114545                                  ...             False   \n",
       " 24  20230512114840                                  ...             False   \n",
       " 25  20230320114041                                  ...             False   \n",
       " 26  20230512144309                                  ...             False   \n",
       " 27  20221215110632                                  ...             False   \n",
       " 28  20230104143051                                  ...             False   \n",
       " 29  20230510093447                                  ...             False   \n",
       " 30  20230410203802                                  ...             False   \n",
       " 31  20210527172606                                  ...             False   \n",
       " 32  20211116112740                                  ...             False   \n",
       " 33  20210415123107                                  ...             False   \n",
       " 34  20200915191945                                  ...             False   \n",
       " 35  20210224104701                                  ...             False   \n",
       " 36  20230512113042                                  ...             False   \n",
       " 37  20230423143230                                  ...             False   \n",
       " 38  20230511171911                                  ...             False   \n",
       " 39  20230512141111                                  ...             False   \n",
       " \n",
       "     recruiter.recruiterName recruiter.recruiterTitle  \\\n",
       " 0                       胡先生                     招聘主管   \n",
       " 1                       张先生                  招聘经理/主管   \n",
       " 2                       饶先生                     招聘经理   \n",
       " 3                       饶先生                     招聘经理   \n",
       " 4                       陈女士                            \n",
       " 5                       吴女士                            \n",
       " 6                       田先生           人力资源招聘HRBP绩效经理   \n",
       " 7                       李先生                人力资源经理/主管   \n",
       " 8                       张女士                     招聘主管   \n",
       " 9                       张女士                     招聘主管   \n",
       " 10                      周女士                     猎头顾问   \n",
       " 11                      李先生                     人力经理   \n",
       " 12                      田先生           人力资源招聘HRBP绩效经理   \n",
       " 13                      梁先生                       HR   \n",
       " 14                     校园招聘                     校招HR   \n",
       " 15                      廖女士                            \n",
       " 16                      杨女士                     招聘主管   \n",
       " 17                      黎先生                     招聘主管   \n",
       " 18                      汤先生                            \n",
       " 19                      赵女士                            \n",
       " 20                     校园招聘                     校招HR   \n",
       " 21                      徐女士                      业务员   \n",
       " 22                      王先生                      合伙人   \n",
       " 23                      郑女士                     HRBP   \n",
       " 24                      冯女士                  品牌经理/主管   \n",
       " 25                      张女士                            \n",
       " 26                      冯先生                Recruiter   \n",
       " 27                      黎先生                       HR   \n",
       " 28                      黎先生                       HR   \n",
       " 29                      潘女士                     招聘经理   \n",
       " 30                      张女士                     营销后勤   \n",
       " 31                      纪女士                            \n",
       " 32                      覃女士                    信息化总监   \n",
       " 33                      陈女士                       HR   \n",
       " 34                      黄先生                     产品助理   \n",
       " 35                      李先生                     运营总监   \n",
       " 36                      李女士                            \n",
       " 37                      袁先生                            \n",
       " 38                      杨女士                            \n",
       " 39                      陈先生                            \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   24464779696ae1f3c1bd2b3e9fec8144                    2   \n",
       " 1   4424dbbb847efb7bd9f9b108068c7fc3                    2   \n",
       " 2   80b8e48c629e0b0704612e645251413c                    2   \n",
       " 3   80b8e48c629e0b0704612e645251413c                    2   \n",
       " 4   3338a96140162a1413f41eedf071201e                    2   \n",
       " 5   2000a795a9a6a86dad8732728d6065d6                    2   \n",
       " 6   3d916811f6aedd61ef38cb0ce6f46cd7                    2   \n",
       " 7   ee8ece450dc970726dadb487287a091a                    2   \n",
       " 8   df21e7893077a58b576c9077e768cf3d                    2   \n",
       " 9   df21e7893077a58b576c9077e768cf3d                    2   \n",
       " 10  7eabd8b3042658d7ef38cb0ce6f46cd7                    2   \n",
       " 11  65866dcb30e2941a81aa296c287c375a                    2   \n",
       " 12  3d916811f6aedd61ef38cb0ce6f46cd7                    2   \n",
       " 13  7143e556d3295235e030375514342674                    2   \n",
       " 14                               NaN                  NaN   \n",
       " 15  e45395410508ae97cd74bb959a88946e                    2   \n",
       " 16  4ed3d1cebc9244a68d1ff84e0a6c6898                    2   \n",
       " 17  beff7093463e459a613348042573671f                    2   \n",
       " 18  8d99c684336f6a8a78efc05f67c8e059                    2   \n",
       " 19  21a13ffda91f2be2894648012f776b17                    2   \n",
       " 20                               NaN                  NaN   \n",
       " 21  555e2d8a33d62e04f1a24835218174fd                    2   \n",
       " 22  5f3473079fe7d907dfb6df235db455f2                    2   \n",
       " 23  a0c76e691dcb4fc51a8f292380bb6cab                    2   \n",
       " 24  c6064bb922ab6d577e36f3a11c63db43                    2   \n",
       " 25  92de957c48850436e780be9e721bd5b9                    2   \n",
       " 26  fadfc2ceb1f0029d4ad85438c465a917                    2   \n",
       " 27  c819e8883726ef7e8f669bb17ec3d8eb                    2   \n",
       " 28  c819e8883726ef7e8f669bb17ec3d8eb                    2   \n",
       " 29  d5b785128e48827bf0e943e3aa9ed4a9                    2   \n",
       " 30  5db5e3b62255ab0ad13849bb1c3ef75a                    2   \n",
       " 31  dfd87038bcffad82351ff05530f680dd                    2   \n",
       " 32  a52981d937e43ae4351ff05530f680dd                    2   \n",
       " 33  d0ae3dde372a86174383db9bf147ecbd                    2   \n",
       " 34  f07475d7118ceba61b4fb320fc878e26                    2   \n",
       " 35  84d19e79d4adc2a504612e645251413c                    2   \n",
       " 36  a1326b4aa031c190160bef405ccde8ba                    2   \n",
       " 37  27e73b21a581ba350c4b1b9ff48b0eae                    2   \n",
       " 38  e2fcfbd34022bdbe8d0518f0e699d577                    2   \n",
       " 39  cde70153db2be71b46fdeacabc467e13                    2   \n",
       " \n",
       "                recruiter.recruiterId         recruiter.recruiterPhoto  \\\n",
       " 0   f194b22457f2070ef1c68874fefd88f0  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 1   25f6b1ac52e7301746c75814fc02784c  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 2   c8b040414c97595a274a08c89b7442b4  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 3   c8b040414c97595a274a08c89b7442b4  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 4   8d160b6be5afbb63202b01fa8633e46c  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 5   d437e0ff406adb8abbe36e15a73a3fdb  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 6   5553774e1dfc4bd94e578f26109225be  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 7   ec9218078fe56078643873581a669533  5f8f986aea60860b75384fab08u.jpg   \n",
       " 8   39a1728f031b9c655ddcbeeebfee86ac  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 9   39a1728f031b9c655ddcbeeebfee86ac  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 10  eebd41625cfa9d55eba9ddc94cd0caf7  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 11  cade02fc79d49a9a07345e990f68e06a  5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 12  5553774e1dfc4bd94e578f26109225be  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 13  f5e1bea9eb4f05f8ea417c3b3ac6c6bf  60ddc4dbdc1dd861d761c42805u.png   \n",
       " 14                                    5ca48f59509919fa0ea17f1f07u.png   \n",
       " 15  981b13258990cc6d436fdf375830a447  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 16  04d86436f78ae4e742d54e61ba569318  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 17  ed79e9abb562c2c2e3f3af8aab9ad0d7  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 18  aa5178a66d1486a14b91c95b97d12f77  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 19  cb6716a4c26311016b851aaea7b26730  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 20                                    5ca48f59509919fa0ea17f1f07u.png   \n",
       " 21  2f1c2f50d10c0d53a70ced088558ece9  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 22  cd7ad3180b3da658793aa6e6534d8619  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 23  bf310ace2505d3415de3d46cd3d7dbb8  61d6ce21b10cc11ae96008f502u.png   \n",
       " 24  826a980b61a42e5d6759f0df83979ded  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 25  ad10b2b5c605f4bfdf6a15188c0e6c29  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 26  f7de5de3cbf7fd89b9bfda7f445931e2  63a9534728c57209b0f4aa0505u.png   \n",
       " 27  5101bdeab7487e5c1d0a1fdec36fba93  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 28  5101bdeab7487e5c1d0a1fdec36fba93  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 29  00a147b384567427fd08789b64b2ab78  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 30  221a63b5ccc754dccedc73674aa09304  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 31  7ca01ec408ef1d30ae8e48b4e676e58b  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 32  4c1479d6012e7b86caa970d322aac25f  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 33  913622d8dc81eb0e78ae6c25a4ad1833  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 34  e2c8dc64bf6351839e99cda7b2bf580a  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 35  b4e202c249d928a12ab21b867543c76b  603486248f5866739fffda8207u.png   \n",
       " 36  9d9295f7a1f638c6236e426b5716e306  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 37  10cbc838e93fc06dbe4d219d282636ca  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 38  ac53287cf887cb447b2552f18be0733a  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 39  bff8ec01d90be3ea5ed16923a471d079  5f8f98698dbe6273dcf8516008u.jpg   \n",
       " \n",
       "     comp.compStage job.requireWorkYears job.requireEduLevel  \n",
       " 0              NaN                  NaN                 NaN  \n",
       " 1              已上市                  NaN                 NaN  \n",
       " 2              已上市                  NaN                 NaN  \n",
       " 3              已上市                  NaN                 NaN  \n",
       " 4               A轮                  NaN                 NaN  \n",
       " 5              NaN                  NaN                 NaN  \n",
       " 6           沪深A股上市                  NaN                 NaN  \n",
       " 7              NaN                  NaN                 NaN  \n",
       " 8           沪深A股上市                  NaN                 NaN  \n",
       " 9           沪深A股上市                  NaN                 NaN  \n",
       " 10             NaN                  NaN                 NaN  \n",
       " 11             NaN                  NaN                 NaN  \n",
       " 12          沪深A股上市                  NaN                 NaN  \n",
       " 13             NaN                  NaN                 NaN  \n",
       " 14             NaN                  NaN                 NaN  \n",
       " 15              其他                  NaN                 NaN  \n",
       " 16              其他                  NaN                 NaN  \n",
       " 17          沪深A股上市                  NaN                 NaN  \n",
       " 18            港股上市                  NaN                 NaN  \n",
       " 19             NaN                  NaN                 NaN  \n",
       " 20              D轮                  NaN                 NaN  \n",
       " 21              A轮                  NaN                 NaN  \n",
       " 22             NaN                  NaN                 NaN  \n",
       " 23            港股上市                  NaN                 NaN  \n",
       " 24             已上市                  NaN                 NaN  \n",
       " 25           科创板上市                  NaN                 NaN  \n",
       " 26             NaN                 经验不限                统招本科  \n",
       " 27              B轮                 经验不限                  硕士  \n",
       " 28              B轮                 经验不限                统招本科  \n",
       " 29           新三板上市                 一年以下                  本科  \n",
       " 30           融资未公开                 经验不限                  本科  \n",
       " 31            港股上市                 经验不限                统招本科  \n",
       " 32             NaN                 经验不限                  本科  \n",
       " 33             NaN                 经验不限                统招本科  \n",
       " 34            战略投资                 经验不限                  本科  \n",
       " 35           融资未公开                 一年以下               中专/中技  \n",
       " 36            港股上市                 经验不限                  本科  \n",
       " 37            战略投资                 经验不限                  硕士  \n",
       " 38             NaN                 经验不限                  大专  \n",
       " 39             NaN                 经验不限                  本科  \n",
       " \n",
       " [40 rows x 32 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"userId\":\"669e5f90772d8c1feb368512b0f92d2f\",\"...   \n",
       " 1   {\"userId\":\"2d5b7f3f9079eb1510d3dc2c58900bee\",\"...   \n",
       " 2   {\"userId\":\"4231ee7c69f07192e78dbe299fbf6c7e\",\"...   \n",
       " 3   {\"userId\":\"ac53287cf887cb447b2552f18be0733a\",\"...   \n",
       " 4   {\"userId\":\"2d0de3bc235cbab3fc2fe9bd357df766\",\"...   \n",
       " 5   {\"userId\":\"b6316bedce83f31ea70e655910d89215\",\"...   \n",
       " 6   {\"userId\":\"979e59e135a854bf967bde6368a9a19c\",\"...   \n",
       " 7   {\"userId\":\"2163b67679c30c9e978371017cab98df\",\"...   \n",
       " 8   {\"userId\":\"480071cd53ee7519824a93ca2755139a\",\"...   \n",
       " 9   {\"userId\":\"8d854a54839b5e4540bd293bbc773165\",\"...   \n",
       " 10  {\"userId\":\"15e0f493a55c14bb6f3493ae47691f5b\",\"...   \n",
       " 11  {\"userId\":\"dcd1dddf83030297f7380afd6294198b\",\"...   \n",
       " 12  {\"userId\":\"aad3d8eccb18b5d98f883f916cd83b3b\",\"...   \n",
       " 13  {\"userId\":\"4e80374f2d54473f6a78bbbd1d0670de\",\"...   \n",
       " 14  {\"userId\":\"8a61e0b7e42060b225a8a83c0cbc4e49\",\"...   \n",
       " 15  {\"userId\":\"cd7ad3180b3da658793aa6e6534d8619\",\"...   \n",
       " 16  {\"userId\":\"035019597e87d5ef086c23f9697d1904\",\"...   \n",
       " 17  {\"userId\":\"5b9ab7c2faadaf65ab11eb16ab3fb853\",\"...   \n",
       " 18  {\"userId\":\"fbacd66b8dfcad85902603f9a39d9d15\",\"...   \n",
       " 19  {\"userId\":\"bffa593d70ffa95afd321cfacda50d38\",\"...   \n",
       " 20  {\"userId\":\"d011cf1ea9220037dae4678703cb61f9\",\"...   \n",
       " 21  {\"userId\":\"5553774e1dfc4bd94e578f26109225be\",\"...   \n",
       " 22  {\"userId\":\"8f4b7476a447bf86852bf358596ad554\",\"...   \n",
       " 23  {\"userId\":\"3958660944f868444e71378e66863723\",\"...   \n",
       " 24  {\"userId\":\"93f83bf9782514f16a294ddee29b6df1\",\"...   \n",
       " 25  {\"userId\":\"4e366650a4524c9c02563d153d186cb7\",\"...   \n",
       " 26  {\"userId\":\"370726cdfa44479a9064f0c12ded1e52\",\"...   \n",
       " 27  {\"userId\":\"d2ac9a8cac5bbad3e8c85cbad3b5eaf1\",\"...   \n",
       " 28  {\"userId\":\"0bd38f892f4019777ae2c0b56400c9be\",\"...   \n",
       " 29  {\"userId\":\"9fb629944ff315a480507cf9f41ddd45\",\"...   \n",
       " 30  {\"userId\":\"d1d7f54c9ae9d50e1bc4f2587fc9dc75\",\"...   \n",
       " 31  {\"userId\":\"e9cf70643c7eae8d9e73c46115eab04d\",\"...   \n",
       " 32  {\"userId\":\"97ea26ecf34c6048ff1643acbc81437d\",\"...   \n",
       " 33  {\"userId\":\"2e7becdc1174682533e3b4523cfd9944\",\"...   \n",
       " 34  {\"userId\":\"de463aab8b07bb8a0c3300b787802c45\",\"...   \n",
       " 35  {\"userId\":\"3ea27fc77ecf5b1530ceaa39066c15df\",\"...   \n",
       " 36  {\"userId\":\"294b91a820e187e5a3c24939ea572f99\",\"...   \n",
       " 37  {\"userId\":\"459ba3d5db567f7d944b94091d59af12\",\"...   \n",
       " 38  {\"userId\":\"8665c85bb8b8067e91ab131ef8374d4e\",\"...   \n",
       " 39  {\"userId\":\"354c1d7a343b2ce9c618e418cefc01a4\",\"...   \n",
       " \n",
       "                                            job.labels job.requireWorkYears  \\\n",
       " 0                                                  []                 经验不限   \n",
       " 1                            [产品研发, 售后精品, 汽车周边, 产品管理]                 经验不限   \n",
       " 2                                                  []                 经验不限   \n",
       " 3                          [酒店行业, 烟草酒水, 住宿/餐饮业, 旅游行业]                 经验不限   \n",
       " 4                                               [证券类]                 经验不限   \n",
       " 5                                     [高通量测序, 质谱, 组学]                 经验不限   \n",
       " 6                                                  []                 经验不限   \n",
       " 7                              [金融产品, 风控产品, AI人工智能产品]                 经验不限   \n",
       " 8                            [内容产品, 需求挖掘, 用户研究, 数据分析]                 经验不限   \n",
       " 9                                                [医院]                 经验不限   \n",
       " 10             [金融产品经理, 五险一金, 定期体检, 带薪年假, 专业培训, 绩效奖金]                 经验不限   \n",
       " 11                                             [金融产品]                 经验不限   \n",
       " 12                                         [直播, 数据分析]                 经验不限   \n",
       " 13                                       [内容产品, 产品设计]                 经验不限   \n",
       " 14                                             [市场调研]                 经验不限   \n",
       " 15                                             [saas]                 经验不限   \n",
       " 16                                         [高教 硬件 产品]                 经验不限   \n",
       " 17                                      [电商, 产品, 供应链]                 经验不限   \n",
       " 18                                 [基金类, 互联网金融类, 股票类]                 经验不限   \n",
       " 19                                                 []                 经验不限   \n",
       " 20                                     [国企, 13薪, 年终奖]                 经验不限   \n",
       " 21                                                 []                 经验不限   \n",
       " 22                                             [需求分析]                 经验不限   \n",
       " 23                         [SaaS产品, 产品规划, 产品优化, to B]                 经验不限   \n",
       " 24                                               [产品]                 经验不限   \n",
       " 25  [平台产品, 产品规划, 产品设计, Axure, 需求挖掘, 后台产品, 医疗行业, to...                 经验不限   \n",
       " 26                                                 []                 经验不限   \n",
       " 27                                          [有药品推广经验]                 经验不限   \n",
       " 28                                    [金融理财/贷款, 金融行业]                 经验不限   \n",
       " 29                         [客户管理, 合同管理, 保险产品设计, 区域销售]                 经验不限   \n",
       " 30                                       [搜索产品, 数据产品]                 经验不限   \n",
       " 31                                             [电销经理]                 经验不限   \n",
       " 32                                                 []                 经验不限   \n",
       " 33                               [运营战略规划, 推广策略, 电商运营]                 经验不限   \n",
       " 34                                             [产品规划]                 经验不限   \n",
       " 35                                                 []                 经验不限   \n",
       " 36    [消费品, to C, 产品规划, 需求分析, 用户研究, 竞品分析, 产品设计, 产品优化]                 经验不限   \n",
       " 37                            [新生儿科, 临床, 护理, 护理类医疗设备]                 经验不限   \n",
       " 38                                                 []                 经验不限   \n",
       " 39                      [项目管理, 产品策划, 汽车用品, 供应链, 生命周期]                 经验不限   \n",
       " \n",
       "    job.requireEduLevel job.jobKind  job.salary  job.dq  \\\n",
       " 0                 统招本科           2       6-15k  广州-天河区   \n",
       " 1                   本科           2  20-24k·15薪  广州-海珠区   \n",
       " 2                   本科           2   7-12k·14薪  广州-天河区   \n",
       " 3                   大专           2      15-25k  广州-番禺区   \n",
       " 4                   本科           2       6-12k  广州-越秀区   \n",
       " 5                   硕士           2      12-22k  广州-海珠区   \n",
       " 6                   本科           2       5-10k  广州-黄埔区   \n",
       " 7                   本科           2      20-30k  广州-天河区   \n",
       " 8                   本科           2  12-15k·16薪  广州-番禺区   \n",
       " 9                   本科           2   6-11k·13薪  广州-番禺区   \n",
       " 10                  本科           2       5-10k  广州-越秀区   \n",
       " 11                  本科           2        5-8k  广州-番禺区   \n",
       " 12                  本科           2      20-30k  广州-越秀区   \n",
       " 13                  本科           2      20-30k      广州   \n",
       " 14                  硕士           2      15-20k      广州   \n",
       " 15                统招本科           2      10-20k  广州-黄埔区   \n",
       " 16                  本科           2  18-30k·13薪  广州-黄埔区   \n",
       " 17                统招本科           2  30-45k·15薪  广州-海珠区   \n",
       " 18                  大专           2   8-13k·13薪  广州-海珠区   \n",
       " 19                  本科           2      10-15k      广州   \n",
       " 20                  本科           2   9-14k·13薪  广州-天河区   \n",
       " 21                  本科           2   7-10k·13薪  广州-黄埔区   \n",
       " 22                统招本科           2       7-12k  广州-天河区   \n",
       " 23                  本科           2      10-15k      广州   \n",
       " 24                  大专           2      10-15k  广州-天河区   \n",
       " 25                  本科           2      20-30k  广州-荔湾区   \n",
       " 26                  本科           2      18-27k      广州   \n",
       " 27                  本科           2       8-12k      广州   \n",
       " 28               中专/中技           2       8-10k      广州   \n",
       " 29                  本科           2        薪资面议  广州-天河区   \n",
       " 30                  本科           2       8-12k  广州-增城区   \n",
       " 31                  本科           2      10-15k      广州   \n",
       " 32                  本科           2        4-9k  广州-花都区   \n",
       " 33                学历不限           2      12-30k      广州   \n",
       " 34                统招本科           2      15-20k  广州-白云区   \n",
       " 35                  本科           2      10-15k  广州-白云区   \n",
       " 36                  本科           2      20-30k  广州-南沙区   \n",
       " 37                  本科           2      15-25k      广州   \n",
       " 38                统招本科           2      20-30k  广州-天河区   \n",
       " 39                  本科           2   8-12k·13薪  广州-黄埔区   \n",
       " \n",
       "                        job.title job.jobId  ...          comp.compName  \\\n",
       " 0                         金融产品经理  53924103  ...        广发证券股份有限公司广州分公司   \n",
       " 1                         综合产品经理  56880719  ...                   超境汽车   \n",
       " 2                        产品经理助理岗  58135649  ...                   广发证券   \n",
       " 3                       境外酒店产品经理  48899397  ...          广州喜玩国际旅行社有限公司   \n",
       " 4                         金融产品经理  57774837  ...                   广发证券   \n",
       " 5                           产品经理  48569067  ...           深圳承启生物科技有限公司   \n",
       " 6                     广发证券金融产品经理  53906437  ...        广发证券股份有限公司广州分公司   \n",
       " 7                       金融数据产品经理  50819475  ...                    惠龙邦   \n",
       " 8                   likee短视频产品经理  58321989  ...         广州市百果园网络科技有限公司   \n",
       " 9                           产品经理  54917713  ...          广州市雨锦高新科技有限公司   \n",
       " 10  广发证券股份有限公司广州农林下路证券营业部-金融产品经理  56730079  ...  广发证券股份有限公司广州农林下路证券营业部   \n",
       " 11                        金融产品经理  39590177  ...        广发证券股份有限公司广州分公司   \n",
       " 12                          产品经理  56894805  ...        广东货多多物流科技股份有限公司   \n",
       " 13                        内容产品经理  57760491  ...          江苏新日电动车有限公司网站   \n",
       " 14                 产品经理（学术推广）-广东  54125519  ...     深圳市新产业生物医学工程股份有限公司   \n",
       " 15                     产品经理（合伙人）  32939013  ...           广州数方网络科技有限公司   \n",
       " 16                      智能硬件产品经理  45647945  ...                     希沃   \n",
       " 17                 国际化电商-供应链产品经理  51518577  ...                   字节跳动   \n",
       " 18                        基金产品经理  53561071  ...         武汉花弘私募基金管理有限公司   \n",
       " 19                        数据产品经理  32885897  ...           广州锋顺汽车贸易有限公司   \n",
       " 20                          产品经理  55978801  ...                   广金征信   \n",
       " 21                          产品经理  43530969  ...                   汤臣倍健   \n",
       " 22                          产品经理  40091289  ...             广州善谦科技有限公司   \n",
       " 23                        高级产品经理  47093443  ...                   墨斗科技   \n",
       " 24                        金融产品经理  53309779  ...                    壹帮贷   \n",
       " 25                        高级产品经理  53594799  ...                  大参林集团   \n",
       " 26                          产品经理  58382491  ...             立高食品股份有限公司   \n",
       " 27                     学术专员，产品经理  35501707  ...                   上药国风   \n",
       " 28               金融产品经理，可接受应届毕业生  33277845  ...        广州亿意互联网信息科技有限公司   \n",
       " 29              产品销售经理（金融BI/大数据）  24456645  ...                     长亮   \n",
       " 30                        移动产品经理  26110817  ...         阿克苏珍玉果电子商务有限公司   \n",
       " 31                        金融产品经理  55636839  ...           广州汇宸按揭服务有限公司   \n",
       " 32                     金融产品经理-社招  39737515  ...        广发证券股份有限公司广州分公司   \n",
       " 33                      直播电商产品经理  27511515  ...                     天石   \n",
       " 34                        产品策划经理  54470799  ...                   东呈集团   \n",
       " 35                        金融产品经理  52847465  ...           广东弘高创意咨询有限公司   \n",
       " 36                          产品经理  47999307  ...            广东合兴食用油有限公司   \n",
       " 37                          产品经理  49302939  ...          深圳市科曼医疗设备有限公司   \n",
       " 38            生命科学（分子检测）LIMS产品经理  24572291  ...         北京三维天地科技股份有限公司   \n",
       " 39                       产品经理/主管  23816695  ...           广州众联晟通科技有限公司   \n",
       " \n",
       "     comp.compScale                                 comp.link  \\\n",
       " 0       2000-5000人   https://www.liepin.com/company/9874217/   \n",
       " 1         100-499人  https://www.liepin.com/company/13304915/   \n",
       " 2      5000-10000人   https://www.liepin.com/company/1421537/   \n",
       " 3         100-499人  https://www.liepin.com/company/12832725/   \n",
       " 4      5000-10000人   https://www.liepin.com/company/1421537/   \n",
       " 5            1-49人   https://www.liepin.com/company/8620614/   \n",
       " 6       2000-5000人   https://www.liepin.com/company/9874217/   \n",
       " 7            1-49人  https://www.liepin.com/company/13185809/   \n",
       " 8      5000-10000人   https://www.liepin.com/company/8936051/   \n",
       " 9           50-99人  https://www.liepin.com/company/13328275/   \n",
       " 10          50-99人  https://www.liepin.com/company/13453209/   \n",
       " 11      2000-5000人   https://www.liepin.com/company/9874217/   \n",
       " 12          50-99人  https://www.liepin.com/company/13222749/   \n",
       " 13      2000-5000人   https://www.liepin.com/company/1066468/   \n",
       " 14      1000-2000人   https://www.liepin.com/company/9848125/   \n",
       " 15           1-49人  https://www.liepin.com/company/12244247/   \n",
       " 16      2000-5000人   https://www.liepin.com/company/8955108/   \n",
       " 17        10000人以上   https://www.liepin.com/company/7863078/   \n",
       " 18           1-49人  https://www.liepin.com/company/13252887/   \n",
       " 19           1-49人  https://www.liepin.com/company/12442535/   \n",
       " 20          50-99人  https://www.liepin.com/company/12447389/   \n",
       " 21      2000-5000人   https://www.liepin.com/company/8080810/   \n",
       " 22           1-49人  https://www.liepin.com/company/12791027/   \n",
       " 23          50-99人   https://www.liepin.com/company/9927767/   \n",
       " 24          50-99人   https://www.liepin.com/company/9979087/   \n",
       " 25        10000人以上   https://www.liepin.com/company/1620248/   \n",
       " 26      2000-5000人   https://www.liepin.com/company/8505300/   \n",
       " 27     5000-10000人   https://www.liepin.com/company/8586248/   \n",
       " 28          50-99人  https://www.liepin.com/company/12272049/   \n",
       " 29     5000-10000人   https://www.liepin.com/company/3826049/   \n",
       " 30           1-49人  https://www.liepin.com/company/12156071/   \n",
       " 31          50-99人  https://www.liepin.com/company/13398171/   \n",
       " 32      2000-5000人   https://www.liepin.com/company/9874217/   \n",
       " 33        100-499人   https://www.liepin.com/company/8829061/   \n",
       " 34        10000人以上   https://www.liepin.com/company/7943190/   \n",
       " 35          50-99人  https://www.liepin.com/company/13320439/   \n",
       " 36           1-49人  https://www.liepin.com/company/12979705/   \n",
       " 37      2000-5000人   https://www.liepin.com/company/7898956/   \n",
       " 38        500-999人    https://www.liepin.com/company/889256/   \n",
       " 39           1-49人  https://www.liepin.com/company/10211243/   \n",
       " \n",
       "    recruiter.recruiterName recruiter.recruiterTitle recruiter.chatted  \\\n",
       " 0                      郭女士                                      False   \n",
       " 1                      齐先生                   产品部负责人             False   \n",
       " 2                      罗女士                     招聘经理             False   \n",
       " 3                      杨女士                                      False   \n",
       " 4                      赵先生                       主管             False   \n",
       " 5                      马女士                       HR             False   \n",
       " 6                      周先生                                      False   \n",
       " 7                      曾先生                     产品总监             False   \n",
       " 8                      亢女士                                      False   \n",
       " 9                      汪先生                      服务员             False   \n",
       " 10                     余女士                     营销总监             False   \n",
       " 11                     李女士                                      False   \n",
       " 12                     庞先生                     招聘顾问             False   \n",
       " 13                     华先生                       HR             False   \n",
       " 14                     杨女士                     招聘专员             False   \n",
       " 15                     王先生                      合伙人             False   \n",
       " 16                     周先生                       总监             False   \n",
       " 17                     黄女士                  招聘经理/主管             False   \n",
       " 18                     任先生                     人事经理             False   \n",
       " 19                     李先生               总裁助理/总经理助理             False   \n",
       " 20                     胡先生          产品创新部副总经理（主持工作）             False   \n",
       " 21                     田先生           人力资源招聘HRBP绩效经理             False   \n",
       " 22                     许先生           android高级研发工程师             False   \n",
       " 23                     龙先生                    产品负责人             False   \n",
       " 24                     颜女士                       人事             False   \n",
       " 25                     黄女士                       总监             False   \n",
       " 26                     许女士                                      False   \n",
       " 27                     冯先生                 南方分公司总经理             False   \n",
       " 28                     潘女士                       股东             False   \n",
       " 29                     黄先生                     HRBP             False   \n",
       " 30                     谢先生                   反欺诈副经理             False   \n",
       " 31                     毛先生                     业务总监             False   \n",
       " 32                     陈女士                    合规、综合             False   \n",
       " 33                     郑女士                   人事行政经理             False   \n",
       " 34                     赵先生                     HRBP             False   \n",
       " 35                     江先生                 副总裁/副总经理             False   \n",
       " 36                     周先生                  油脂中心总经理             False   \n",
       " 37                     陈先生                     战略总监             False   \n",
       " 38                     钟女士                     HRBP             False   \n",
       " 39                     谭先生                    规划部部长             False   \n",
       " \n",
       "                       recruiter.imId  recruiter.imUserType  \\\n",
       " 0   02e35f2a08b9fc5c3fdfd48a60fa880f                     2   \n",
       " 1   0c36a1c214fef01084fd6902234556e6                     2   \n",
       " 2   18d470fe21663b618759aac61f05331e                     2   \n",
       " 3   e2fcfbd34022bdbe8d0518f0e699d577                     2   \n",
       " 4   1e5498df4dce42a25d79fdba0a3967fa                     2   \n",
       " 5   6067d2c624a88faaf0e943e3aa9ed4a9                     2   \n",
       " 6   89fc4deb60552f583417a188cf69ded9                     2   \n",
       " 7   620a8f9c7cea1534b0b324cf6014f601                     2   \n",
       " 8   11b362c9505707a1f279285841cea99b                     2   \n",
       " 9   ad1153524f4737fa4b595caf25f6eb7a                     2   \n",
       " 10  d84cb81ad76214c4c5715bb95c1c6de6                     2   \n",
       " 11  3b6165853891b4ee4383db9bf147ecbd                     2   \n",
       " 12  c8360f4548e3ad196c5c4f00792ec441                     2   \n",
       " 13  49d14703a0acbdc96ee1c099e8f099da                     2   \n",
       " 14  f8bf248bb5cd4ab8882b84a174d57208                     2   \n",
       " 15  5f3473079fe7d907dfb6df235db455f2                     2   \n",
       " 16  1f3f288eab588bce947e89eb780464e7                     2   \n",
       " 17  3243574f293a8d900e33f8ac54fbf39e                     2   \n",
       " 18  56fd98006a03185c4eb3c85621fabd5f                     2   \n",
       " 19  c576cd24b33e0ac5063dfc1b00f6daab                     2   \n",
       " 20  cfb884197789c25a966d2c65245014c5                     2   \n",
       " 21  3d916811f6aedd61ef38cb0ce6f46cd7                     2   \n",
       " 22  c41c73918c28ede461a8485668ee84be                     2   \n",
       " 23  bcd19d77fa6bc82a81f8dffd8c5b008c                     2   \n",
       " 24  f4bc28e61040dab1c93dddf05a795d5c                     2   \n",
       " 25  92e4013889b441b5fdb07c5a03f49b8b                     2   \n",
       " 26  4fa7f472cc49816376f5ec2df67915bd                     2   \n",
       " 27  d923c64c949977aa4a7a04e7d95591ea                     2   \n",
       " 28  9301ee12f680cf4b062c1b1ee9c7454d                     2   \n",
       " 29  3e1095068a7944d4d3eb8c93eeb0aca8                     2   \n",
       " 30  f08ccf43c77fd26c9f90a7bcfdb96d0e                     2   \n",
       " 31  ee2aff53d45fd11b4b595caf25f6eb7a                     2   \n",
       " 32  19e88aa69e9cd6cccefc0e440455247a                     2   \n",
       " 33  eac9a5c0ff3caa0faaa70b13e477f173                     2   \n",
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       " 39  ac9c89b8fc90884a351ff05530f680dd                     2   \n",
       " \n",
       "            recruiter.recruiterPhoto             recruiter.recruiterId  \n",
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       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
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       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"userId\":\"8830efac0af69da8bea683564b917f86\",\"...   \n",
       " 1   {\"userId\":\"053c9fb109c37485ae450d20e8a8f1b1\",\"...   \n",
       " 2   {\"userId\":\"6e8e0c4baf3ae16cd14b060019b3c6e5\",\"...   \n",
       " 3   {\"userId\":\"a15b40da34c89358e3b5a5c62f6d3ab0\",\"...   \n",
       " 4   {\"userId\":\"d600d503cd3a9df9d5214301d45b743e\",\"...   \n",
       " 5   {\"userId\":\"2f6eb0852b80faae3fa3e3ee06f1978a\",\"...   \n",
       " 6   {\"userId\":\"24011920f5b196f3f6510089f14458e6\",\"...   \n",
       " 7   {\"userId\":\"d0b052ccc5fdcd5d0bcc359102e30115\",\"...   \n",
       " 8   {\"userId\":\"1ac86cfbdfb00565519543b746cdb440\",\"...   \n",
       " 9   {\"userId\":\"bf206d9899a4e0531bbbd5314febbce1\",\"...   \n",
       " 10  {\"userId\":\"4f4a545485218a9f555cd6b6f6cbe565\",\"...   \n",
       " 11  {\"userId\":\"170f1be552884e13e226f3d61eae6d34\",\"...   \n",
       " 12  {\"userId\":\"4917ff9f5185386e42e8a3ec860a0eb7\",\"...   \n",
       " 13  {\"userId\":\"8f7843fe3991ad93ece5cfafd22c685c\",\"...   \n",
       " 14  {\"userId\":\"d0888a054e556f01fe2cac0bc1f8ccca\",\"...   \n",
       " 15  {\"userId\":\"a2c0cead8ce973be7175822d71c97e09\",\"...   \n",
       " 16  {\"userId\":\"64cf073a57a80b44441cb1c2586e9b1c\",\"...   \n",
       " 17  {\"userId\":\"f92d451d202af926114a102d1b3750ed\",\"...   \n",
       " 18  {\"userId\":\"f92d451d202af926114a102d1b3750ed\",\"...   \n",
       " 19  {\"userId\":\"de4613ebecf2f45dd627e65d94613e3b\",\"...   \n",
       " 20  {\"userId\":\"ae6a5bf4b06beb2b457e7f983c55ba6d\",\"...   \n",
       " 21  {\"userId\":\"c8b040414c97595a274a08c89b7442b4\",\"...   \n",
       " 22  {\"userId\":\"040c04108a982db105aa9e40ff6438fc\",\"...   \n",
       " 23  {\"userId\":\"686c068f93c6d8499371f4aefbbac731\",\"...   \n",
       " 24  {\"userId\":\"ae6a5bf4b06beb2b457e7f983c55ba6d\",\"...   \n",
       " 25  {\"userId\":\"3128fb1cb5be4dfaaeb36a4f8cecf388\",\"...   \n",
       " 26  {\"userId\":\"ae6a5bf4b06beb2b457e7f983c55ba6d\",\"...   \n",
       " 27  {\"userId\":\"ae6a5bf4b06beb2b457e7f983c55ba6d\",\"...   \n",
       " 28  {\"userId\":\"a9a97e821f196f1a5c719e14475dd69c\",\"...   \n",
       " 29  {\"userId\":\"480a7ba878c313954b2faace344e5dde\",\"...   \n",
       " 30  {\"userId\":\"76fac0fa11000633fb7d062a3cb69dc1\",\"...   \n",
       " 31  {\"userId\":\"ec35a4c72e2c55a470d9b62726969fec\",\"...   \n",
       " 32  {\"userId\":\"ff92d1ab96ba49dd571c0ab6598cb507\",\"...   \n",
       " 33  {\"userId\":\"e94cf48fe3bcbd1f6ab11fbf2c073a2f\",\"...   \n",
       " 34  {\"userId\":\"6176aace3f3633fa3bb4f8cf0ba4ea07\",\"...   \n",
       " 35  {\"userId\":\"ec9218078fe56078643873581a669533\",\"...   \n",
       " 36  {\"userId\":\"8bb2a210a549aaa43e4d2acff810db66\",\"...   \n",
       " 37  {\"userId\":\"9ba47e9cb781604871dc722f3e2cde0f\",\"...   \n",
       " 38  {\"userId\":\"8d906ba9c39933ea209e0d78a26904a3\",\"...   \n",
       " 39  {\"userId\":\"e8d13b96e805aa599c25ffd33a6a4d83\",\"...   \n",
       " \n",
       "                                            job.labels  job.advViewFlag  \\\n",
       " 0                                                  []            False   \n",
       " 1                                    [增长产品, 直播, 产品规划]            False   \n",
       " 2                                      [市场营销, 医药产品经理]            False   \n",
       " 3                                              [金融产品]            False   \n",
       " 4                                            [证券从业资格]            False   \n",
       " 5                                                  []            False   \n",
       " 6                                              [金融产品]            False   \n",
       " 7                     [原料采购, 供应链管理, 物资采购, 采购管理, 辅料采购]            False   \n",
       " 8                                 [医疗器械, 医疗保健, 医学、护理]            False   \n",
       " 9                                           [化妆品销售总监]            False   \n",
       " 10                                                 []            False   \n",
       " 11                                             [硬件产品]            False   \n",
       " 12                               [电话销售, 金融产品销售, 信贷产品]            False   \n",
       " 13                                                 []            False   \n",
       " 14  [旅游产品, 支付产品, 旅游行业, 生活服务, to B, 产品规划, 用户研究, 摄影/...            False   \n",
       " 15                                 [市场策划, 市场推广, 活动策划]            False   \n",
       " 16                                                 []            False   \n",
       " 17  [文字编辑, 医美编辑, 医药编辑, 文案编辑, 医学文献编辑, 医学文献检索, 药学文献检...            False   \n",
       " 18                                  [化妆品, 团队管理, 用户研究]            False   \n",
       " 19                                                 []            False   \n",
       " 20              [生物制药, 医学检验, 测试片, easyID, 采样拭子, 产品经理]            False   \n",
       " 21                             [模块开发, IT/信息化领域, 系统开发]            False   \n",
       " 22                                         [医疗器械产品经理]            False   \n",
       " 23                                           [证券从业资格]            False   \n",
       " 24                 [市场调研, to B, 产品规划, 医疗行业, 化妆品, 消费品]            False   \n",
       " 25                       [产品运营能力, 农业相关专业, 微生物学, 产品经理]            False   \n",
       " 26                [微生物仪器, 产品宣传, 目标制定分解, 标杆客户开拓, 市场调研]            False   \n",
       " 27          [微生物, 细胞耗材, 市场调研分析, 宣传推广, 目标制定分解, 标杆客户开拓]            False   \n",
       " 28                                             [客户管理]            False   \n",
       " 29                                             [项目助理]            False   \n",
       " 30                  [食品/饮料, 冷冻冷藏食品, 市场洞察, 门店销售, 食品饮料]            False   \n",
       " 31  [化妆品, 产品规划, 需求分析, 直播/视频产品, 市场调研, 供应链产品, 内容产品, ...            False   \n",
       " 32                                [医学应届毕业生, 医疗耗材, 医生]            False   \n",
       " 33                                                 []            False   \n",
       " 34                                          [证券从业资格证]            False   \n",
       " 35  [硕士, 产品运营, 云计算/大数据, 数据运营, 人工智能, 平台运营, 数据分析, IT...            False   \n",
       " 36                                                 []            False   \n",
       " 37                                                 []            False   \n",
       " 38                                       [需求挖掘, 用户研究]            False   \n",
       " 39                                                 []            False   \n",
       " \n",
       "    job.refreshTime  job.salary  job.dq job.jobId             job.title  \\\n",
       " 0   20190522112741       5-10k  广州-增城区  19502661           亚马逊外贸电商产品经理   \n",
       " 1   20220321165121  20-40k·14薪  广州-天河区  48245091          用户产品经理（用户增长）   \n",
       " 2   20211021151734      10-15k      广州  44150485                  产品经理   \n",
       " 3   20220315111854      10-15k      广州  43505951                金融产品经理   \n",
       " 4   20210604093254        3-8k      广州  39818375                金融产品经理   \n",
       " 5   20190925091050       8-12k      广州  21198283                金融产品经理   \n",
       " 6   20211125093234       5-15k  广州-天河区  38514487                金融产品经理   \n",
       " 7   20210329100032        4-8k      广州  37577623                外贸产品经理   \n",
       " 8   20200525143317       6-10k      广州  28564617                售前产品经理   \n",
       " 9   20191120100426       7-12k      广州  24843993               产品经理/主管   \n",
       " 10  20191126164937       8-12k      广州  24454421               产品经理/主管   \n",
       " 11  20200611110744      20-30k  广州-番禺区  29107651              智能硬件产品经理   \n",
       " 12  20230512103326      10-15k  广州-天河区  58500107                金融产品经理   \n",
       " 13  20230511160240      15-30k  广州-天河区  58483691                金融产品经理   \n",
       " 14  20230511123745       6-11k  广州-番禺区  58473321                  产品经理   \n",
       " 15  20230511171408       8-15k  广州-越秀区  49672957                  产品经理   \n",
       " 16  20230414113926        4-8k  广州-花都区  57809455               金融产品经理岗   \n",
       " 17  20221027140218      12-18k  广州-白云区  52074067                  产品经理   \n",
       " 18  20221130125446      10-15k  广州-白云区  54717851                  产品经理   \n",
       " 19  20220801110459  20-25k·16薪      广州  51536419              信贷模型产品经理   \n",
       " 20  20230225224601       8-12k  广州-黄埔区  56486087    食品及环境产品经理（细胞分子试剂部）   \n",
       " 21  20230206174039       7-13k  广州-天河区  55853183  场外衍生品业务产品经理助理岗（劳务派遣）   \n",
       " 22  20220520140036      12-20k      广州  49810501                MR产品经理   \n",
       " 23  20210620133822        3-8k  广州-海珠区  39658539            广发证券金融产品经理   \n",
       " 24  20230225223958       8-12k  广州-黄埔区  56486073   细胞分子试剂产品经理（细胞分子试剂部）   \n",
       " 25  20230316145358       7-10k  广州-黄埔区  41269345            产品经理（农资行业）   \n",
       " 26  20230225225124       8-12k  广州-黄埔区  56486103       仪器产品产品经理（仪器耗材部）   \n",
       " 27  20230225225614       8-12k  广州-黄埔区  56486111       耗材产品产品经理（仪器耗材部）   \n",
       " 28  20201211103316      15-20k      广州  34228423              私募基金产品经理   \n",
       " 29  20221202113600        5-8k  广州-黄埔区  54831483                    PM   \n",
       " 30  20230509000536        4-9k  广州-荔湾区  58387015                产品销售经理   \n",
       " 31  20220520165652      20-30k  广州-花都区  49819711                  产品经理   \n",
       " 32  20211229211745      11-20k      广州  44828641                学术产品经理   \n",
       " 33  20191227143424      10-15k      广州  25435053              变形玩具产品经理   \n",
       " 34  20200402173625       5-10k      广州  27190927               金融产品经理岗   \n",
       " 35  20221019094528   9-18k·18薪      广州  52174999            产品运营经理（校招）   \n",
       " 36  20230313143721  18-25k·13薪      广州  44092017            资深彩妆产品开发经理   \n",
       " 37  20230209143724      15-40k      广州  55964227              基金产品营销经理   \n",
       " 38  20210224163105        5-9k      广州  36197055                产品推广经理   \n",
       " 39  20230225171705      25-40k  广州-花都区  56484613  （口腔）区域数字化口腔产品运营经理/专员   \n",
       " \n",
       "    job.jobKind  ...             recruiter.recruiterId  \\\n",
       " 0            2  ...  8830efac0af69da8bea683564b917f86   \n",
       " 1            2  ...  053c9fb109c37485ae450d20e8a8f1b1   \n",
       " 2            2  ...  6e8e0c4baf3ae16cd14b060019b3c6e5   \n",
       " 3            2  ...  a15b40da34c89358e3b5a5c62f6d3ab0   \n",
       " 4            2  ...  d600d503cd3a9df9d5214301d45b743e   \n",
       " 5            2  ...  2f6eb0852b80faae3fa3e3ee06f1978a   \n",
       " 6            2  ...  24011920f5b196f3f6510089f14458e6   \n",
       " 7            2  ...  d0b052ccc5fdcd5d0bcc359102e30115   \n",
       " 8            2  ...  1ac86cfbdfb00565519543b746cdb440   \n",
       " 9            2  ...  bf206d9899a4e0531bbbd5314febbce1   \n",
       " 10           2  ...  4f4a545485218a9f555cd6b6f6cbe565   \n",
       " 11           2  ...  170f1be552884e13e226f3d61eae6d34   \n",
       " 12           2  ...  4917ff9f5185386e42e8a3ec860a0eb7   \n",
       " 13           2  ...  8f7843fe3991ad93ece5cfafd22c685c   \n",
       " 14           2  ...  d0888a054e556f01fe2cac0bc1f8ccca   \n",
       " 15           2  ...  a2c0cead8ce973be7175822d71c97e09   \n",
       " 16           2  ...  64cf073a57a80b44441cb1c2586e9b1c   \n",
       " 17           2  ...  f92d451d202af926114a102d1b3750ed   \n",
       " 18           2  ...  f92d451d202af926114a102d1b3750ed   \n",
       " 19           2  ...  de4613ebecf2f45dd627e65d94613e3b   \n",
       " 20           2  ...  ae6a5bf4b06beb2b457e7f983c55ba6d   \n",
       " 21           2  ...  c8b040414c97595a274a08c89b7442b4   \n",
       " 22           2  ...  040c04108a982db105aa9e40ff6438fc   \n",
       " 23           2  ...  686c068f93c6d8499371f4aefbbac731   \n",
       " 24           2  ...  ae6a5bf4b06beb2b457e7f983c55ba6d   \n",
       " 25           2  ...  3128fb1cb5be4dfaaeb36a4f8cecf388   \n",
       " 26           2  ...  ae6a5bf4b06beb2b457e7f983c55ba6d   \n",
       " 27           2  ...  ae6a5bf4b06beb2b457e7f983c55ba6d   \n",
       " 28           2  ...  a9a97e821f196f1a5c719e14475dd69c   \n",
       " 29           2  ...  480a7ba878c313954b2faace344e5dde   \n",
       " 30           2  ...  76fac0fa11000633fb7d062a3cb69dc1   \n",
       " 31           2  ...  ec35a4c72e2c55a470d9b62726969fec   \n",
       " 32           2  ...  ff92d1ab96ba49dd571c0ab6598cb507   \n",
       " 33           2  ...  e94cf48fe3bcbd1f6ab11fbf2c073a2f   \n",
       " 34           2  ...  6176aace3f3633fa3bb4f8cf0ba4ea07   \n",
       " 35           6  ...  ec9218078fe56078643873581a669533   \n",
       " 36           2  ...  8bb2a210a549aaa43e4d2acff810db66   \n",
       " 37           2  ...  9ba47e9cb781604871dc722f3e2cde0f   \n",
       " 38           2  ...  8d906ba9c39933ea209e0d78a26904a3   \n",
       " 39           2  ...  e8d13b96e805aa599c25ffd33a6a4d83   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compId comp.compScale  \\\n",
       " 0    5f8f9865ea60860b75384fa508u.jpg     9337079          1-49人   \n",
       " 1    5f8f9863f6d1ab58476f246a08u.jpg     9748869         50-99人   \n",
       " 2    5bee7f708e502d5786100e8304a.png     9834971          1-49人   \n",
       " 3    614d4634cf573a7246685ce701u.png    12945407          1-49人   \n",
       " 4    60b87a1ea050d5186c9fb92202u.png     9874217     2000-5000人   \n",
       " 5    5f8f98648dbe6273dcf8515508u.jpg     9637997          1-49人   \n",
       " 6    5f8f9868f6d1ab58476f24a008u.jpg    12709739          1-49人   \n",
       " 7    603e442fc2d67e3dce0f7fcd04u.png    12596037          1-49人   \n",
       " 8    5f8f986779c7cc70efbf36c008u.jpg    12253715          1-49人   \n",
       " 9    5f8f986bdfb13a7dee342f2108u.jpg    10260679          1-49人   \n",
       " 10   5f8f9868f6d1ab58476f24a008u.jpg    10240527          1-49人   \n",
       " 11   5f8f986bdfb13a7dee342f2108u.jpg     9710893          1-49人   \n",
       " 12   5f8f9863f6d1ab58476f246a08u.jpg    13540457         50-99人   \n",
       " 13   645ded187a28697739238f2404u.png    13540457         50-99人   \n",
       " 14   620cacc35767fe33a09175bd06u.png    10206875          1-49人   \n",
       " 15   5f8f986779c7cc70efbf36c008u.jpg    12196661       100-499人   \n",
       " 16  6438ea675f781e5cf71ee9ba04u.jpeg     9874217     2000-5000人   \n",
       " 17   623182379119f1177ae9019f03u.png    12638043       100-499人   \n",
       " 18   623182379119f1177ae9019f03u.png    12638043       100-499人   \n",
       " 19   5f8f986c79c7cc70efbf36c808u.jpg    12447389         50-99人   \n",
       " 20   5f8f986aea60860b75384fab08u.jpg     7932064       100-499人   \n",
       " 21   5f8f986c79c7cc70efbf36c808u.jpg     1421537    5000-10000人   \n",
       " 22   5f8f9868f6d1ab58476f24a008u.jpg     8750407     2000-5000人   \n",
       " 23   5f8f986aea60860b75384fab08u.jpg     9874217     2000-5000人   \n",
       " 24   5f8f986aea60860b75384fab08u.jpg     7932064       100-499人   \n",
       " 25   642a76728d084a54d9b457e801u.png     9945125       100-499人   \n",
       " 26   5f8f986aea60860b75384fab08u.jpg     7932064       100-499人   \n",
       " 27   5f8f986aea60860b75384fab08u.jpg     7932064       100-499人   \n",
       " 28   5f8f986bdfb13a7dee342f2108u.jpg     9659479          1-49人   \n",
       " 29   638d6b2034e8df2c1c6480bc02u.png    12549455         50-99人   \n",
       " 30   642fafc6de25b83c3c8d518704u.png    13415253          1-49人   \n",
       " 31   5f8f98648dbe6273dcf8515508u.jpg    13220879          1-49人   \n",
       " 32   61a47ad8e8c656539de018ca08u.png     8092706          1-49人   \n",
       " 33   5f8f986aea60860b75384fab08u.jpg    10235001          1-49人   \n",
       " 34   5f8f9865ea60860b75384fa508u.jpg     9874217     2000-5000人   \n",
       " 35   5f8f986aea60860b75384fab08u.jpg     9095103     1000-2000人   \n",
       " 36   5f8f98648dbe6273dcf8515508u.jpg     9106540     2000-5000人   \n",
       " 37   5f8f986aea60860b75384fab08u.jpg    12322507          1-49人   \n",
       " 38   5f8f9865ea60860b75384fa508u.jpg    12576699       100-499人   \n",
       " 39   64182e1815733078d8340abd04u.png     7883743     1000-2000人   \n",
       " \n",
       "                       comp.compLogo      comp.compName  \\\n",
       " 0   61b07937d0458d53c627567e02u.jpg     广州长弓浪博网络科技有限公司   \n",
       " 1   5f1536ba639c83538673ecc305u.jpg               上海若古   \n",
       " 2   61b07937d0458d53c627567e02u.jpg       广州然信医药科技有限公司   \n",
       " 3   61b07937d0458d53c627567e02u.jpg     广州民银按揭信息服务有限公司   \n",
       " 4   60ab7b474005a2070875f99702u.png    广发证券股份有限公司广州分公司   \n",
       " 5   61b07937d0458d53c627567e02u.jpg       广州裕泰投资咨询有限公司   \n",
       " 6   61b07937d0458d53c627567e02u.jpg       华弘咨询(广州)有限公司   \n",
       " 7   61b07937d0458d53c627567e02u.jpg      广州市百盛一方科技有限公司   \n",
       " 8   61b07937d0458d53c627567e02u.jpg       广东阳健医疗科技有限公司   \n",
       " 9   61b07937d0458d53c627567e02u.jpg       广州新视野化妆品有限公司   \n",
       " 10  61b07937d0458d53c627567e02u.jpg        广州云的家科技有限公司   \n",
       " 11  61b07937d0458d53c627567e02u.jpg  佛山市德和信即刻来餐饮管理有限公司   \n",
       " 12  61b07937d0458d53c627567e02u.jpg     妙批信息科技(广州)有限公司   \n",
       " 13  61b07937d0458d53c627567e02u.jpg     妙批信息科技(广州)有限公司   \n",
       " 14  5d906770d0e79f08cf177cb102u.jpg      广州市若木文化传媒有限公司   \n",
       " 15  5fd03c23b379773c7f5cadf203u.png               赛基生物   \n",
       " 16  60ab7b474005a2070875f99702u.png    广发证券股份有限公司广州分公司   \n",
       " 17  61b07937d0458d53c627567e02u.jpg         广州际洲贸易有限公司   \n",
       " 18  61b07937d0458d53c627567e02u.jpg         广州际洲贸易有限公司   \n",
       " 19  61c1924e642c8c0bf718876205u.png               广金征信   \n",
       " 20  5bfe8edd74719d35745a548603a.png      广东环凯微生物科技有限公司   \n",
       " 21  5bfea33774719d2aa34c7eb903a.png               广发证券   \n",
       " 22  5e69dcfc5a1a60079d468ede05u.jpg       东软医疗系统股份有限公司   \n",
       " 23  60ab7b474005a2070875f99702u.png    广发证券股份有限公司广州分公司   \n",
       " 24  5bfe8edd74719d35745a548603a.png      广东环凯微生物科技有限公司   \n",
       " 25  5cbea68d9fae687d4331595302u.png               慕恩生物   \n",
       " 26  5bfe8edd74719d35745a548603a.png      广东环凯微生物科技有限公司   \n",
       " 27  5bfe8edd74719d35745a548603a.png      广东环凯微生物科技有限公司   \n",
       " 28  61b07937d0458d53c627567e02u.jpg  深圳市前海美银互联基金管理有限公司   \n",
       " 29  61b07937d0458d53c627567e02u.jpg     广州怪力视效网络科技有限公司   \n",
       " 30  61b07937d0458d53c627567e02u.jpg      广州聚昇源食品贸易有限公司   \n",
       " 31  61b07937d0458d53c627567e02u.jpg       广州妃珠生物科技有限公司   \n",
       " 32  61b07937d0458d53c627567e02u.jpg       广州亿创医药科技有限公司   \n",
       " 33  61b07937d0458d53c627567e02u.jpg   天宫造物(广州)设计有限责任公司   \n",
       " 34  60ab7b474005a2070875f99702u.png    广发证券股份有限公司广州分公司   \n",
       " 35  6030a6c1701c060c94ace27002u.png    联通(广东)产业互联网有限公司   \n",
       " 36  6139e1245f1b500fa0a3250f04u.png   PerfectDiary完美日记   \n",
       " 37  644a13132ee0b127c784c20b03u.png   三和创赢资产管理(深圳)有限公司   \n",
       " 38  61b07937d0458d53c627567e02u.jpg       广州祈升网络科技有限公司   \n",
       " 39  5bfe972e74719df0ac992cbc03a.png               时代天使   \n",
       " \n",
       "                                    comp.link  comp.compIndustry  \\\n",
       " 0    https://www.liepin.com/company/9337079/             贸易/进出口   \n",
       " 1    https://www.liepin.com/company/9748869/                互联网   \n",
       " 2    https://www.liepin.com/company/9834971/               医疗机构   \n",
       " 3   https://www.liepin.com/company/12945407/             专业技术服务   \n",
       " 4    https://www.liepin.com/company/9874217/           基金/证券/期货   \n",
       " 5    https://www.liepin.com/company/9637997/                 银行   \n",
       " 6   https://www.liepin.com/company/12709739/             专业技术服务   \n",
       " 7   https://www.liepin.com/company/12596037/              计算机软件   \n",
       " 8   https://www.liepin.com/company/12253715/               培训服务   \n",
       " 9   https://www.liepin.com/company/10260679/              批发/零售   \n",
       " 10  https://www.liepin.com/company/10240527/              计算机软件   \n",
       " 11   https://www.liepin.com/company/9710893/              酒店/民宿   \n",
       " 12  https://www.liepin.com/company/13540457/               咨询服务   \n",
       " 13  https://www.liepin.com/company/13540457/               咨询服务   \n",
       " 14  https://www.liepin.com/company/10206875/           广播/影视/录音   \n",
       " 15  https://www.liepin.com/company/12196661/               医疗器械   \n",
       " 16   https://www.liepin.com/company/9874217/           基金/证券/期货   \n",
       " 17  https://www.liepin.com/company/12638043/             贸易/进出口   \n",
       " 18  https://www.liepin.com/company/12638043/             贸易/进出口   \n",
       " 19  https://www.liepin.com/company/12447389/             专业技术服务   \n",
       " 20   https://www.liepin.com/company/7932064/                 制药   \n",
       " 21   https://www.liepin.com/company/1421537/           基金/证券/期货   \n",
       " 22   https://www.liepin.com/company/8750407/               医疗器械   \n",
       " 23   https://www.liepin.com/company/9874217/           基金/证券/期货   \n",
       " 24   https://www.liepin.com/company/7932064/                 制药   \n",
       " 25   https://www.liepin.com/company/9945125/                 制药   \n",
       " 26   https://www.liepin.com/company/7932064/                 制药   \n",
       " 27   https://www.liepin.com/company/7932064/                 制药   \n",
       " 28   https://www.liepin.com/company/9659479/           基金/证券/期货   \n",
       " 29  https://www.liepin.com/company/12549455/              计算机软件   \n",
       " 30  https://www.liepin.com/company/13415253/              批发/零售   \n",
       " 31  https://www.liepin.com/company/13220879/               培训服务   \n",
       " 32   https://www.liepin.com/company/8092706/               培训服务   \n",
       " 33  https://www.liepin.com/company/10235001/               室内娱乐   \n",
       " 34   https://www.liepin.com/company/9874217/           基金/证券/期货   \n",
       " 35   https://www.liepin.com/company/9095103/                互联网   \n",
       " 36   https://www.liepin.com/company/9106540/              批发/零售   \n",
       " 37  https://www.liepin.com/company/12322507/           基金/证券/期货   \n",
       " 38  https://www.liepin.com/company/12576699/              计算机软件   \n",
       " 39   https://www.liepin.com/company/7883743/               医疗器械   \n",
       " \n",
       "    comp.compStage job.campusJobKind  \n",
       " 0             NaN               NaN  \n",
       " 1              A轮               NaN  \n",
       " 2           融资未公开               NaN  \n",
       " 3             NaN               NaN  \n",
       " 4            港股上市               NaN  \n",
       " 5             NaN               NaN  \n",
       " 6             NaN               NaN  \n",
       " 7             NaN               NaN  \n",
       " 8           融资未公开               NaN  \n",
       " 9             NaN               NaN  \n",
       " 10            NaN               NaN  \n",
       " 11            NaN               NaN  \n",
       " 12            NaN               NaN  \n",
       " 13            NaN               NaN  \n",
       " 14            NaN               NaN  \n",
       " 15           战略投资               NaN  \n",
       " 16           港股上市               NaN  \n",
       " 17          融资未公开               NaN  \n",
       " 18          融资未公开               NaN  \n",
       " 19            NaN               NaN  \n",
       " 20          融资未公开               NaN  \n",
       " 21            已上市               NaN  \n",
       " 22            NaN               NaN  \n",
       " 23           港股上市               NaN  \n",
       " 24          融资未公开               NaN  \n",
       " 25             C轮               NaN  \n",
       " 26          融资未公开               NaN  \n",
       " 27          融资未公开               NaN  \n",
       " 28            NaN               NaN  \n",
       " 29            NaN               NaN  \n",
       " 30            NaN               NaN  \n",
       " 31            NaN               NaN  \n",
       " 32          融资未公开               NaN  \n",
       " 33            NaN               NaN  \n",
       " 34           港股上市               NaN  \n",
       " 35            NaN                应届  \n",
       " 36           美股上市               NaN  \n",
       " 37            NaN               NaN  \n",
       " 38            NaN               NaN  \n",
       " 39           港股上市               NaN  \n",
       " \n",
       " [40 rows x 32 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 1   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 2   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 3   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 4   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 5   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 6   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 7   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 8   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 9   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 10  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 11  %7B%22jobKind%22%3A%226%22%2C%22ckId%22%3A%22h...   \n",
       " 12  %7B%22jobKind%22%3A%226%22%2C%22ckId%22%3A%22h...   \n",
       " 13  %7B%22jobKind%22%3A%226%22%2C%22ckId%22%3A%22h...   \n",
       " 14  %7B%22jobKind%22%3A%226%22%2C%22ckId%22%3A%22h...   \n",
       " 15  %7B%22jobKind%22%3A%226%22%2C%22ckId%22%3A%22h...   \n",
       " 16  %7B%22jobKind%22%3A%226%22%2C%22ckId%22%3A%22h...   \n",
       " 17  %7B%22jobKind%22%3A%226%22%2C%22ckId%22%3A%22h...   \n",
       " 18  %7B%22jobKind%22%3A%226%22%2C%22ckId%22%3A%22h...   \n",
       " 19  %7B%22jobKind%22%3A%226%22%2C%22ckId%22%3A%22h...   \n",
       " 20  %7B%22jobKind%22%3A%226%22%2C%22ckId%22%3A%22h...   \n",
       " 21  %7B%22jobKind%22%3A%226%22%2C%22ckId%22%3A%22h...   \n",
       " 22  %7B%22jobKind%22%3A%226%22%2C%22ckId%22%3A%22h...   \n",
       " 23  %7B%22jobKind%22%3A%226%22%2C%22ckId%22%3A%22h...   \n",
       " 24  %7B%22jobKind%22%3A%226%22%2C%22ckId%22%3A%22h...   \n",
       " 25  %7B%22jobKind%22%3A%226%22%2C%22ckId%22%3A%22h...   \n",
       " 26  %7B%22jobKind%22%3A%226%22%2C%22ckId%22%3A%22h...   \n",
       " 27  %7B%22jobKind%22%3A%226%22%2C%22ckId%22%3A%22h...   \n",
       " 28  %7B%22jobKind%22%3A%226%22%2C%22ckId%22%3A%22h...   \n",
       " 29  %7B%22jobKind%22%3A%226%22%2C%22ckId%22%3A%22h...   \n",
       " 30  %7B%22jobKind%22%3A%226%22%2C%22ckId%22%3A%22h...   \n",
       " 31  %7B%22jobKind%22%3A%226%22%2C%22ckId%22%3A%22h...   \n",
       " 32  %7B%22jobKind%22%3A%226%22%2C%22ckId%22%3A%22h...   \n",
       " 33  %7B%22jobKind%22%3A%226%22%2C%22ckId%22%3A%22h...   \n",
       " 34  %7B%22jobKind%22%3A%226%22%2C%22ckId%22%3A%22h...   \n",
       " 35  %7B%22jobKind%22%3A%226%22%2C%22ckId%22%3A%22h...   \n",
       " 36  %7B%22jobKind%22%3A%226%22%2C%22ckId%22%3A%22h...   \n",
       " 37  %7B%22jobKind%22%3A%226%22%2C%22ckId%22%3A%22h...   \n",
       " 38  %7B%22jobKind%22%3A%226%22%2C%22ckId%22%3A%22h...   \n",
       " 39  %7B%22jobKind%22%3A%226%22%2C%22ckId%22%3A%22h...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobKind\":\"2\",\"recruiterName\":\"郎女士\",\"imId\":\"5...   \n",
       " 1   {\"jobKind\":\"2\",\"recruiterName\":\"金先生\",\"imId\":\"4...   \n",
       " 2   {\"jobKind\":\"2\",\"recruiterName\":\"刘女士\",\"imId\":\"7...   \n",
       " 3   {\"jobKind\":\"2\",\"recruiterName\":\"邹女士\",\"imId\":\"2...   \n",
       " 4   {\"jobKind\":\"2\",\"recruiterName\":\"白女士\",\"imId\":\"b...   \n",
       " 5   {\"jobKind\":\"2\",\"recruiterName\":\"贾女士\",\"imId\":\"6...   \n",
       " 6   {\"jobKind\":\"2\",\"recruiterName\":\"覃女士\",\"imId\":\"a...   \n",
       " 7   {\"jobKind\":\"2\",\"recruiterName\":\"张女士\",\"imId\":\"d...   \n",
       " 8   {\"jobKind\":\"2\",\"recruiterName\":\"范先生\",\"imId\":\"1...   \n",
       " 9   {\"jobKind\":\"2\",\"recruiterName\":\"范先生\",\"imId\":\"1...   \n",
       " 10  {\"jobKind\":\"2\",\"recruiterName\":\"何先生\",\"imId\":\"2...   \n",
       " 11  {\"jobKind\":\"6\",\"recruiterName\":\"郭女士\",\"imId\":\"6...   \n",
       " 12  {\"jobKind\":\"6\",\"recruiterName\":\"梁先生\",\"imId\":\"0...   \n",
       " 13  {\"jobKind\":\"6\",\"recruiterName\":\"林女士\",\"imId\":\"5...   \n",
       " 14  {\"jobKind\":\"6\",\"recruiterName\":\"马女士\",\"imId\":\"a...   \n",
       " 15  {\"jobKind\":\"6\",\"recruiterName\":\"陈女士\",\"imId\":\"f...   \n",
       " 16  {\"jobKind\":\"6\",\"recruiterName\":\"何女士\",\"imId\":\"8...   \n",
       " 17  {\"jobKind\":\"6\",\"recruiterName\":\"龚女士\",\"imId\":\"b...   \n",
       " 18  {\"jobKind\":\"6\",\"recruiterName\":\"翟女士\",\"imId\":\"4...   \n",
       " 19  {\"jobKind\":\"6\",\"recruiterName\":\"翟女士\",\"imId\":\"4...   \n",
       " 20  {\"jobKind\":\"6\",\"recruiterName\":\"马女士\",\"imId\":\"0...   \n",
       " 21  {\"jobKind\":\"6\",\"recruiterName\":\"程女士\",\"imId\":\"6...   \n",
       " 22  {\"jobKind\":\"6\",\"recruiterName\":\"李女士\",\"imId\":\"c...   \n",
       " 23  {\"jobKind\":\"6\",\"recruiterName\":\"李女士\",\"imId\":\"c...   \n",
       " 24  {\"jobKind\":\"6\",\"recruiterName\":\"李女士\",\"imId\":\"c...   \n",
       " 25  {\"jobKind\":\"6\",\"recruiterName\":\"张先生\",\"imId\":\"4...   \n",
       " 26  {\"jobKind\":\"6\",\"recruiterName\":\"龚女士\",\"imId\":\"9...   \n",
       " 27  {\"jobKind\":\"6\",\"recruiterName\":\"秦先生\",\"imId\":\"3...   \n",
       " 28  {\"jobKind\":\"6\",\"recruiterName\":\"田先生\",\"imId\":\"a...   \n",
       " 29  {\"jobKind\":\"6\",\"recruiterName\":\"代女士\",\"imId\":\"a...   \n",
       " 30  {\"jobKind\":\"6\",\"recruiterName\":\"颜女士\",\"imId\":\"1...   \n",
       " 31  {\"jobKind\":\"6\",\"recruiterName\":\"江女士\",\"imId\":\"d...   \n",
       " 32  {\"jobKind\":\"6\",\"recruiterName\":\"马女士\",\"imId\":\"0...   \n",
       " 33  {\"jobKind\":\"6\",\"recruiterName\":\"马女士\",\"imId\":\"3...   \n",
       " 34  {\"jobKind\":\"6\",\"recruiterName\":\"马女士\",\"imId\":\"0...   \n",
       " 35  {\"jobKind\":\"6\",\"recruiterName\":\"肖先生\",\"imId\":\"7...   \n",
       " 36  {\"jobKind\":\"6\",\"recruiterName\":\"罗先生\",\"imId\":\"b...   \n",
       " 37  {\"jobKind\":\"6\",\"recruiterName\":\"吕女士\",\"imId\":\"e...   \n",
       " 38  {\"jobKind\":\"6\",\"recruiterName\":\"莫女士\",\"imId\":\"3...   \n",
       " 39  {\"jobKind\":\"6\",\"recruiterName\":\"吕先生\",\"imId\":\"4...   \n",
       " \n",
       "                                            job.labels job.jobKind  job.topJob  \\\n",
       " 0                                  [市场策划, 市场推广, 活动策划]           2       False   \n",
       " 1                                        [产品运营, 数据运营]           2       False   \n",
       " 2                        [网络运维, 网络建设, 技术支持, IT/信息化领域]           2       False   \n",
       " 3                                                  []           2       False   \n",
       " 4                                        [医药企业, 制药企业]           2       False   \n",
       " 5                    [化妆品配方, 化工技术应用, 化妆品工艺, 化学分析, 检测]           2       False   \n",
       " 6                                              [产品规划]           2       False   \n",
       " 7                                                  []           2       False   \n",
       " 8                                                  []           2       False   \n",
       " 9            [私募基金, 私募证券基金, 资产管理, 基金销售, 渠道营销, 主管多头策略]           2       False   \n",
       " 10  [图纸设计, 外观设计, 3D设计, 模型设计, 工艺设计, Rhino, CorelDRA...           2       False   \n",
       " 11                                  [本科, 产品管理, 计算机软件]           6       False   \n",
       " 12     [本科, 光学系统设计, 光路设计, 激光器, 激光器件, 光电子, 激光仪器, 光学产品]           6       False   \n",
       " 13                                               [硕士]           6       False   \n",
       " 14                             [本科, CRA, 临床试验, GCP认证]           6       False   \n",
       " 15                                               [本科]           6       False   \n",
       " 16                                               [本科]           6       False   \n",
       " 17                                         [硕士, 数据挖掘]           6       False   \n",
       " 18                                               [硕士]           6       False   \n",
       " 19                                               [硕士]           6       False   \n",
       " 20                                         [本科, 技术支持]           6       False   \n",
       " 21                             [硕士, 水产养殖, 渔业, 环境, 化学]           6       False   \n",
       " 22                                               [硕士]           6       False   \n",
       " 23                                               [硕士]           6       False   \n",
       " 24                                               [硕士]           6       False   \n",
       " 25                 [硕士, 需求验证, 产品设计, 需求分析, 用户研究, 产品规划]           6       False   \n",
       " 26                                               [本科]           6       False   \n",
       " 27     [本科, 数据产品, 原型设计, 市场调研, 需求调研, 需求分析, 用户研究, 产品设计]           6       False   \n",
       " 28  [学历不限, 数据产品, IT互联网, 产品设计, 竞品分析, 数据挖掘, 产品优化, 需求...           6       False   \n",
       " 29  [本科, 需求分析, IT互联网, to B, to C, 产品设计, 用户研究, web端...           6       False   \n",
       " 30  [本科, 需求分析, 产品规划, 调度策略产品, 硬件产品, 云计算, to B, 产品设计...           6       False   \n",
       " 31                                        [硕士, 医药管培生]           6       False   \n",
       " 32                             [本科, 测试开发, 软件测试, 性能测试]           6       False   \n",
       " 33                                         [硕士, 数据产品]           6       False   \n",
       " 34                            [本科, 市场调研分析, 市场拓展, 大客户]           6       False   \n",
       " 35                                               [本科]           6       False   \n",
       " 36                                               [硕士]           6       False   \n",
       " 37                       [本科, 精装修, PMP项目管理认证, 工程施工管理]           6       False   \n",
       " 38            [硕士, 产业咨询, 战略咨询, 农林牧渔业, 行业研究, 农业, 项目分析]           6       False   \n",
       " 39                                       [大专, 银行贷款典当]           6       False   \n",
       " \n",
       "     job.salary  job.dq                       job.title job.jobId  \\\n",
       " 0         薪资面议  广州-越秀区                           产品部经理  49672979   \n",
       " 1   10-18k·13薪  广州-天河区                          产品运营经理  47857901   \n",
       " 2         5-8k      广州                          产品项目经理  50547857   \n",
       " 3       10-15k  广州-海珠区                金融产品客户经理（社区运营方向）  46738579   \n",
       " 4    7-13k·13薪  广州-天河区                     SAAS云产品客户经理  57455289   \n",
       " 5        8-13k      广州                        美妆产品开发经理  37126163   \n",
       " 6       15-30k  广州-南沙区                          产品体验经理  40364309   \n",
       " 7   10-16k·14薪      广州                       大数据产品营销经理  45673317   \n",
       " 8       10-30k  广州-天河区                 基金产品渠道营销经理（实习生）  55186735   \n",
       " 9       15-40k      广州                      基金产品渠道营销经理  53901509   \n",
       " 10       8-24k  广州-荔湾区                        产品设计师/经理  53554279   \n",
       " 11       7-11k      广州                           产品管培生  52813837   \n",
       " 12        5-8k  广州-黄埔区                         实习生储备干部  55700623   \n",
       " 13       8-10k  广州-海珠区                         大宗商品研究员  54955497   \n",
       " 14        5-6k      广州                       临床研究助理CTA  46523747   \n",
       " 15   8-12k·13薪      广州                           需求分析师  43627109   \n",
       " 16  10-16k·13薪      广州                       电力工程师/技术员  43565083   \n",
       " 17      10-15k      广州                   IT培训生(J13838)  55671861   \n",
       " 18      10-15k      广州                   IT培训生(J13531)  54120829   \n",
       " 19      10-15k  广州-海珠区                   IT培训生(J13531)  51645995   \n",
       " 20   9-12k·13薪  广州-黄埔区                软件技术支持（2023校园招聘）  56308565   \n",
       " 21       9-12k  广州-番禺区                动保配方师 (MJ002622)  52922577   \n",
       " 22       9-14k  广州-海珠区                         大气模型工程师  53331443   \n",
       " 23       9-14k  广州-海珠区                          水模型工程师  53331339   \n",
       " 24       9-14k  广州-海珠区                         噪声模型工程师  53331545   \n",
       " 25  15-25k·15薪  广州-越秀区      2023届校招-产品需求工程师 (MJ014246)  57976959   \n",
       " 26        4-6k      广州                           食品销售岗  57960627   \n",
       " 27       6-12k  广州-黄埔区                        产品培训生-全国  57914483   \n",
       " 28       8-13k  广州-黄埔区                            产品策划  57739799   \n",
       " 29       8-15k  广州-黄埔区                            产品策划  57726387   \n",
       " 30  12-20k·14薪  广州-黄埔区            产品工程师（广州） (MJ000717)  56897687   \n",
       " 31      12-18k  广州-海珠区                          医药销售主管  56689647   \n",
       " 32   9-12k·13薪  广州-黄埔区               软件测试工程师（2023校园招聘）  56308371   \n",
       " 33      10-14k  广州-黄埔区      2023届-大数据平台产品专员 (MJ001161)  55790759   \n",
       " 34       7-13k  广州-天河区          市场/行业研究（23届校招）(J11970)  54898755   \n",
       " 35       9-15k  广州-黄埔区                   产品管培生(J10549)  54067185   \n",
       " 36  10-11k·13薪  广州-越秀区                     医药学术专员(非销售)  53974965   \n",
       " 37   9-11k·13薪      广州  Graduate Project Manager (管培生)  53931875   \n",
       " 38       8-12k  广州-海珠区        2023届校招-商业分析员（政府咨询-农业方向）  53003015   \n",
       " 39        3-8k  广州-荔湾区                    银行贷款产品收集渠道专员  52839667   \n",
       " \n",
       "    job.refreshTime  ... comp.compScale  \\\n",
       " 0   20230511171404  ...       100-499人   \n",
       " 1   20220309101703  ...       100-499人   \n",
       " 2   20220622090151  ...          1-49人   \n",
       " 3   20220207102154  ...     1000-2000人   \n",
       " 4   20230331135727  ...       100-499人   \n",
       " 5   20210316174122  ...                  \n",
       " 6   20211116112740  ...     1000-2000人   \n",
       " 7   20230512140158  ...       10000人以上   \n",
       " 8   20230208093453  ...          1-49人   \n",
       " 9   20230509174142  ...          1-49人   \n",
       " 10  20221102155957  ...       500-999人   \n",
       " 11  20230221171147  ...       100-499人   \n",
       " 12  20230303184818  ...         50-99人   \n",
       " 13  20230323162902  ...          1-49人   \n",
       " 14  20230506092445  ...       100-499人   \n",
       " 15  20230406180213  ...     2000-5000人   \n",
       " 16  20221128160656  ...          1-49人   \n",
       " 17  20230131161940  ...       10000人以上   \n",
       " 18  20230201095324  ...       10000人以上   \n",
       " 19  20230201095345  ...       10000人以上   \n",
       " 20  20230221143248  ...    5000-10000人   \n",
       " 21  20221227155956  ...       10000人以上   \n",
       " 22  20230426175415  ...       100-499人   \n",
       " 23  20230426175415  ...       100-499人   \n",
       " 24  20230426175449  ...       100-499人   \n",
       " 25  20230420142923  ...     2000-5000人   \n",
       " 26  20230512081121  ...       100-499人   \n",
       " 27  20230418182325  ...     2000-5000人   \n",
       " 28  20230412140927  ...     2000-5000人   \n",
       " 29  20230412100401  ...     2000-5000人   \n",
       " 30  20230425090428  ...       500-999人   \n",
       " 31  20230303234019  ...       10000人以上   \n",
       " 32  20230221143225  ...    5000-10000人   \n",
       " 33  20230203152545  ...       10000人以上   \n",
       " 34  20230109092702  ...    5000-10000人   \n",
       " 35  20221117162927  ...       500-999人   \n",
       " 36  20230510163616  ...       10000人以上   \n",
       " 37  20230314092316  ...       10000人以上   \n",
       " 38  20230512090339  ...       500-999人   \n",
       " 39  20221009090640  ...       100-499人   \n",
       " \n",
       "                                    comp.link recruiter.recruiterName  \\\n",
       " 0   https://www.liepin.com/company/12196661/                     郎女士   \n",
       " 1    https://www.liepin.com/company/8291031/                     金先生   \n",
       " 2    https://www.liepin.com/company/9918077/                     刘女士   \n",
       " 3    https://www.liepin.com/company/8866590/                     邹女士   \n",
       " 4     https://www.liepin.com/company/610860/                     白女士   \n",
       " 5   https://www.liepin.com/company/12409797/                     贾女士   \n",
       " 6    https://www.liepin.com/company/9550328/                     覃女士   \n",
       " 7    https://www.liepin.com/company/7893220/                     张女士   \n",
       " 8   https://www.liepin.com/company/12322507/                     范先生   \n",
       " 9   https://www.liepin.com/company/12322507/                     范先生   \n",
       " 10   https://www.liepin.com/company/9196376/                     何先生   \n",
       " 11   https://www.liepin.com/company/7937446/                     郭女士   \n",
       " 12   https://www.liepin.com/company/8091590/                     梁先生   \n",
       " 13  https://www.liepin.com/company/13019179/                     林女士   \n",
       " 14   https://www.liepin.com/company/8763140/                     马女士   \n",
       " 15   https://www.liepin.com/company/1640101/                     陈女士   \n",
       " 16  https://www.liepin.com/company/10283809/                     何女士   \n",
       " 17   https://www.liepin.com/company/7894605/                     龚女士   \n",
       " 18   https://www.liepin.com/company/7894605/                     翟女士   \n",
       " 19   https://www.liepin.com/company/7894605/                     翟女士   \n",
       " 20   https://www.liepin.com/company/7854025/                     马女士   \n",
       " 21    https://www.liepin.com/company/854827/                     程女士   \n",
       " 22   https://www.liepin.com/company/8466811/                     李女士   \n",
       " 23   https://www.liepin.com/company/8466811/                     李女士   \n",
       " 24   https://www.liepin.com/company/8466811/                     李女士   \n",
       " 25    https://www.liepin.com/company/693385/                     张先生   \n",
       " 26  https://www.liepin.com/company/12653243/                     龚女士   \n",
       " 27   https://www.liepin.com/company/2488460/                     秦先生   \n",
       " 28   https://www.liepin.com/company/9386110/                     田先生   \n",
       " 29   https://www.liepin.com/company/9386110/                     代女士   \n",
       " 30   https://www.liepin.com/company/8946089/                     颜女士   \n",
       " 31   https://www.liepin.com/company/9649909/                     江女士   \n",
       " 32   https://www.liepin.com/company/7854025/                     马女士   \n",
       " 33   https://www.liepin.com/company/8547388/                     马女士   \n",
       " 34   https://www.liepin.com/company/3947988/                     马女士   \n",
       " 35   https://www.liepin.com/company/7895996/                     肖先生   \n",
       " 36   https://www.liepin.com/company/9649909/                     罗先生   \n",
       " 37   https://www.liepin.com/company/4532988/                     吕女士   \n",
       " 38   https://www.liepin.com/company/7855185/                     莫女士   \n",
       " 39   https://www.liepin.com/company/8165770/                     吕先生   \n",
       " \n",
       "           recruiter.recruiterTitle                    recruiter.imId  \\\n",
       " 0                               HR  541dfdd825d29fc067766a03c68ce883   \n",
       " 1                             招聘主管  4ba2cc36d0d2132e721ecde79a93b5df   \n",
       " 2                          人事行政兼设计  7785bafdf628737ea44073f4eac7a607   \n",
       " 3                               HR  20d2bbe96c5dd5c39552a237d109804b   \n",
       " 4                               HR  b460a551fb2d79b3337193710fe42056   \n",
       " 5                             人事经理  675f194cfe36eb97cc809655362a8e54   \n",
       " 6                            信息化总监  a52981d937e43ae4351ff05530f680dd   \n",
       " 7                             招聘经理  d838000d7d0abfe0fda65984f5cddb33   \n",
       " 8                           人力资源总监  1f47205dfe869e16ee7b65a82243fe9b   \n",
       " 9                           人力资源总监  1f47205dfe869e16ee7b65a82243fe9b   \n",
       " 10                            招聘经理  2af38feb904a2e2378efc05f67c8e059   \n",
       " 11                            hrpb  666ce2f436b1f62f4d9522e0639a3350   \n",
       " 12                    广州安特激光技术有限公司  0e0352b8196f7699845dc9ef4553eecd   \n",
       " 13                            行政人事  542c1cc0118b9adc8e56b8471df96935   \n",
       " 14                              部门  a1a516a22384c8b299eeb040770b0b48   \n",
       " 15                       Recruiter  f154c2c6f4b18350c051c4e7ef49e137   \n",
       " 16                              hr  84f10332f19482df67766a03c68ce883   \n",
       " 17                            招聘主管  b1a923c0f999ae455eb8013476205931   \n",
       " 18                                  4dc81f46b921055faf9af2c576e9df0e   \n",
       " 19                                  4dc81f46b921055faf9af2c576e9df0e   \n",
       " 20                            人力专员  0dd6824bfff3164a73ea3114a5fc2d96   \n",
       " 21                            招聘经理  6f940db7aa4c0e072982e990dc084411   \n",
       " 22                                  c5847aea1c23c31a05cd690f9a5023eb   \n",
       " 23                                  c5847aea1c23c31a05cd690f9a5023eb   \n",
       " 24                                  c5847aea1c23c31a05cd690f9a5023eb   \n",
       " 25                         招聘经理/主管  4424dbbb847efb7bd9f9b108068c7fc3   \n",
       " 26                       人力资源经理/主管  99a298c57287e85f1837546e45eb3a29   \n",
       " 27                    招聘主管-拉卡拉支付总部  3b093838bf825d7a66ce88607322b750   \n",
       " 28                            HRBP  aba44113ae6cdf8e4f3475fd061985f8   \n",
       " 29                                  aba44113ae6cdf8e59fa1edc56d4cb5e   \n",
       " 30                            招聘主管  16595bb03d8e89b752e4223b98a2bc60   \n",
       " 31                            HRBP  dd9c173858ba1314f4067025f1d6ce6f   \n",
       " 32                            人力专员  0dd6824bfff3164a73ea3114a5fc2d96   \n",
       " 33                              HR  3e33370eee6fd972947e89eb780464e7   \n",
       " 34                              HR  0f49e36ea60f5a4ed5ace13c5b4d45a0   \n",
       " 35                            招聘经理  7d8881b91d66e7e23eaad1f295204b5b   \n",
       " 36                          人力资源经理  b5afeb2be1a0156dc051c4e7ef49e137   \n",
       " 37  TA Manager, PDS, Greater China  e225eb558b68eb2ac6ad1568e455f51a   \n",
       " 38                            招聘专员  34faac469bdf01678b0ca3877d009dea   \n",
       " 39                         集团董事局主席  487f05614b2bf9a159a7d64ad9817c9f   \n",
       " \n",
       "     recruiter.imUserType recruiter.chatted             recruiter.recruiterId  \\\n",
       " 0                      2             False  a2c0cead8ce973be7175822d71c97e09   \n",
       " 1                      2             False  a5aa13d77ff0b2007eb8c22f7fa3ff2a   \n",
       " 2                      2             False  1c2f39cc43ee842b7cc33b42c16eda1f   \n",
       " 3                      2             False  f219593c4533306078a34082a2067cfb   \n",
       " 4                      2             False  52ce4abf7b8ded5c7cb0916e8b02b024   \n",
       " 5                      2             False  a0028b3649df1e336861847ee92dbb3a   \n",
       " 6                      2             False  4c1479d6012e7b86caa970d322aac25f   \n",
       " 7                      2             False  c2aa552ea5ee56cbdf3480d54cbcd046   \n",
       " 8                      2             False  9ba47e9cb781604871dc722f3e2cde0f   \n",
       " 9                      2             False  9ba47e9cb781604871dc722f3e2cde0f   \n",
       " 10                     2             False  f3d657cdc1f546f54fc73d5cda7f8d0f   \n",
       " 11                     2             False  c6a15f19ab96f646911b14a7474da072   \n",
       " 12                     2             False  2200acecc04093cc99f4a23e9acdc7d6   \n",
       " 13                     2             False  0ac0e51b82258b30ed0605920d44ef85   \n",
       " 14                     2             False  1eb2db2d1a307a4dbfb4242c9a0d88cb   \n",
       " 15                     2             False  67c2f23e654ca4b90294c4f95d29c483   \n",
       " 16                     2             False  702ab30f8edb8f055b86bde729c893b3   \n",
       " 17                     2             False  f8ca38a3d2e86e7c2fd2f93cc5d14f4e   \n",
       " 18                     2             False  6e8202b6ffd375965ecfb8dfa7c85a06   \n",
       " 19                     2             False  6e8202b6ffd375965ecfb8dfa7c85a06   \n",
       " 20                     2             False  8c4f0a0b0402317c8a94b784a667573f   \n",
       " 21                     2             False  7dbddf00c75d2d9b7daa38ad8fec20cf   \n",
       " 22                     2             False  ace89497d02cfc2b95233d81e46c8fb7   \n",
       " 23                     2             False  ace89497d02cfc2b95233d81e46c8fb7   \n",
       " 24                     2             False  ace89497d02cfc2b95233d81e46c8fb7   \n",
       " 25                     2             False  25f6b1ac52e7301746c75814fc02784c   \n",
       " 26                     2             False  572c7a42345c2f0df6bf6ee256d3557a   \n",
       " 27                     2             False  ba2819a5c44cd9b777707a35dd88de25   \n",
       " 28                     2             False  da2c3e6c46a4a229bd8373e7ae1f9faa   \n",
       " 29                     2             False  4c19114d7de479af78723a7da6eb6ffb   \n",
       " 30                     2             False  fddbc98a1ea9e996d781f7ff8d112098   \n",
       " 31                     2             False  af195bfcd8fcc29c4e60c9fd773a6fc8   \n",
       " 32                     2             False  8c4f0a0b0402317c8a94b784a667573f   \n",
       " 33                     2             False  a334be6e509a76c6524b73844a5723dc   \n",
       " 34                     2             False  9a02c0f966d14407e38e7bddb8729b93   \n",
       " 35                     2             False  78e9a6f2edb5d6e2f14c105bc9ef3012   \n",
       " 36                     2             False  42b0c7e8a88deb28f2bb013be4b9673a   \n",
       " 37                     2             False  70966b133ff11b0a70801c7375b94a77   \n",
       " 38                     2             False  512ea3f79ae14c6d03067df356e6d7b9   \n",
       " 39                     2             False  1004c913f83c49c39bb50eb58939ab38   \n",
       " \n",
       "            recruiter.recruiterPhoto job.campusJobKind  \n",
       " 0   5f8f986779c7cc70efbf36c008u.jpg               NaN  \n",
       " 1   5f8f9868f6d1ab58476f24a008u.jpg               NaN  \n",
       " 2   5f8f9863f6d1ab58476f246a08u.jpg               NaN  \n",
       " 3   5f8f9863f6d1ab58476f246a08u.jpg               NaN  \n",
       " 4   5f8f9863f6d1ab58476f246a08u.jpg               NaN  \n",
       " 5   60347d9855c9263d91d57dd204u.png               NaN  \n",
       " 6   5f8f9866dfb13a7dee342f1808u.jpg               NaN  \n",
       " 7   5f8f98648dbe6273dcf8515508u.jpg               NaN  \n",
       " 8   5f8f986aea60860b75384fab08u.jpg               NaN  \n",
       " 9   5f8f986aea60860b75384fab08u.jpg               NaN  \n",
       " 10  61d54a5d906c3d19105de8ee07u.jpg               NaN  \n",
       " 11  60e58a62f78b2941fbeca13308u.png                应届  \n",
       " 12  5f8f98698dbe6273dcf8516008u.jpg                应届  \n",
       " 13  5f8f9863f6d1ab58476f246a08u.jpg                应届  \n",
       " 14  5f8f9863f6d1ab58476f246a08u.jpg                应届  \n",
       " 15  5f8f9866dfb13a7dee342f1808u.jpg                应届  \n",
       " 16  5f8f986779c7cc70efbf36c008u.jpg                应届  \n",
       " 17  5f8f9866dfb13a7dee342f1808u.jpg                应届  \n",
       " 18  5f8f986779c7cc70efbf36c008u.jpg                应届  \n",
       " 19  5f8f986779c7cc70efbf36c008u.jpg                应届  \n",
       " 20  5f8f9866dfb13a7dee342f1808u.jpg                应届  \n",
       " 21  5f8f9866dfb13a7dee342f1808u.jpg                应届  \n",
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       " 30  62cd280092f1f01426a559ea02u.png                应届  \n",
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       " 32  5f8f9866dfb13a7dee342f1808u.jpg                应届  \n",
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       " 39  632424d4301a6b538ec081bb07u.png                应届  \n",
       " \n",
       " [40 rows x 32 columns],\n",
       "                                              dataInfo  \\\n",
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       " 28  %7B%22jobKind%22%3A%226%22%2C%22pageSize%22%3A...   \n",
       " 29  %7B%22jobKind%22%3A%226%22%2C%22pageSize%22%3A...   \n",
       " 30  %7B%22jobKind%22%3A%226%22%2C%22pageSize%22%3A...   \n",
       " 31  %7B%22jobKind%22%3A%226%22%2C%22pageSize%22%3A...   \n",
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       " 34  %7B%22jobKind%22%3A%226%22%2C%22pageSize%22%3A...   \n",
       " 35  %7B%22jobKind%22%3A%226%22%2C%22pageSize%22%3A...   \n",
       " 36  %7B%22jobKind%22%3A%226%22%2C%22pageSize%22%3A...   \n",
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       " 39  %7B%22jobKind%22%3A%226%22%2C%22pageSize%22%3A...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobKind\":\"6\",\"imId\":\"3d916811f6aedd61ef38cb0...   \n",
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       " 8   {\"jobKind\":\"6\",\"imId\":\"06ac72e63dafa2aa59a7d64...   \n",
       " 9   {\"jobKind\":\"6\",\"imId\":\"06ac72e63dafa2aa59a7d64...   \n",
       " 10  {\"jobKind\":\"6\",\"imId\":\"24464779696ae1f3c1bd2b3...   \n",
       " 11  {\"jobKind\":\"6\",\"imId\":\"4bd41c6f62e7453d98982ae...   \n",
       " 12  {\"jobKind\":\"6\",\"imId\":\"34faac469bdf01678b0ca38...   \n",
       " 13  {\"jobKind\":\"6\",\"imId\":\"f154c2c6f4b18350c051c4e...   \n",
       " 14  {\"jobKind\":\"6\",\"imId\":\"7aea5e0841d28e2022ae6ca...   \n",
       " 15  {\"jobKind\":\"6\",\"imId\":\"06ac72e63dafa2aa59a7d64...   \n",
       " 16  {\"jobKind\":\"6\",\"imId\":\"06ac72e63dafa2aa59a7d64...   \n",
       " 17  {\"jobKind\":\"6\",\"imId\":\"50bc1f908b33e1d61b4fb32...   \n",
       " 18  {\"jobKind\":\"6\",\"imId\":\"ae683e2c7888fd8602f523e...   \n",
       " 19  {\"jobKind\":\"7\",\"jobId\":\"515805\",\"recruiterName...   \n",
       " 20  {\"jobKind\":\"7\",\"jobId\":\"554329\",\"recruiterName...   \n",
       " 21  {\"jobKind\":\"6\",\"imId\":\"da13d9c200168ba05d887c6...   \n",
       " 22  {\"jobKind\":\"6\",\"imId\":\"16595bb03d8e89b752e4223...   \n",
       " 23  {\"jobKind\":\"6\",\"imId\":\"a13206b124fe7b8e64d8830...   \n",
       " 24  {\"jobKind\":\"6\",\"imId\":\"0f49e36ea60f5a4ed5ace13...   \n",
       " 25  {\"jobKind\":\"6\",\"imId\":\"ea84f6782092eff3cc80965...   \n",
       " 26  {\"jobKind\":\"6\",\"imId\":\"ea84f6782092eff3cc80965...   \n",
       " 27  {\"jobKind\":\"6\",\"imId\":\"e6e876977863edaf49617db...   \n",
       " 28  {\"jobKind\":\"6\",\"imId\":\"7143e556d3295235e030375...   \n",
       " 29  {\"jobKind\":\"6\",\"imId\":\"92de957c48850436e780be9...   \n",
       " 30  {\"jobKind\":\"6\",\"imId\":\"4bd41c6f62e7453d98982ae...   \n",
       " 31  {\"jobKind\":\"6\",\"imId\":\"03df4ecc34cdb41c651ec1d...   \n",
       " 32  {\"jobKind\":\"6\",\"imId\":\"ef87399bb37faef1ef1546f...   \n",
       " 33  {\"jobKind\":\"6\",\"imId\":\"ef87399bb37faef1ef1546f...   \n",
       " 34  {\"jobKind\":\"6\",\"imId\":\"ec4202b554cd46a210eee5f...   \n",
       " 35  {\"jobKind\":\"6\",\"imId\":\"86c29e75f94518a04036597...   \n",
       " 36  {\"jobKind\":\"6\",\"imId\":\"9ea15ef11eb1f1ffcc80965...   \n",
       " 37  {\"jobKind\":\"6\",\"imId\":\"92de957c48850436e780be9...   \n",
       " 38  {\"jobKind\":\"6\",\"imId\":\"b28ba147ff58460686273d5...   \n",
       " 39  {\"jobKind\":\"6\",\"imId\":\"64a26ce3983c4b5e8fa263e...   \n",
       " \n",
       "                                            job.labels  \\\n",
       " 0                              [本科, 用户体验, UI设计, 交互设计]   \n",
       " 1                             [本科, 市场调研分析, 市场拓展, 大客户]   \n",
       " 2                                                [本科]   \n",
       " 3   [硕士, 电力, 新能源, 产品设计, to B, Axure, 电力行业, 电力系统, 电...   \n",
       " 4                                                [本科]   \n",
       " 5                                                [本科]   \n",
       " 6                       [本科, 面销, to B, 出差, 客户管理, 制造业]   \n",
       " 7   [学历不限, 数据产品, IT互联网, 竞品分析, 产品设计, 数据挖掘, 产品优化, 需求...   \n",
       " 8                              [本科, 架构设计, 功能开发, 模块开发]   \n",
       " 9                              [本科, 架构设计, 功能开发, 模块开发]   \n",
       " 10                                   [本科, 市场洞察, 客户管理]   \n",
       " 11                       [硕士, 用户研究, 产品设计, 产品规划, 团队管理]   \n",
       " 12                                               [硕士]   \n",
       " 13                      [本科, 系统开发, Python, Framework]   \n",
       " 14                                               [本科]   \n",
       " 15                             [本科, 架构设计, 功能开发, 模块开发]   \n",
       " 16                             [本科, 架构设计, 功能开发, 模块开发]   \n",
       " 17                      [本科, 新闻类, 新媒体运营, 活动策划, 微信公众号]   \n",
       " 18                         [本科, 物理, 教育学, 教学教研, 教师资格证]   \n",
       " 19                                                 []   \n",
       " 20                                                 []   \n",
       " 21                                   [大专, 销售管理, 团队管理]   \n",
       " 22  [硕士, 硬件设计, 硬件调试, EMC设计, 模拟电路, 数字电路, 混合电路, DC/D...   \n",
       " 23                                   [本科, C/C++, C语言]   \n",
       " 24                    [本科, 英语, 客户管理, 市场洞察, 合同管理, 不出差]   \n",
       " 25                                               [本科]   \n",
       " 26                             [本科, 市场洞察, 客户管理, 团队管理]   \n",
       " 27                                         [本科, 市场洞察]   \n",
       " 28                       [本科, 用户研究, 产品设计, 产品规划, 团队管理]   \n",
       " 29                                          [3个月, 本科]   \n",
       " 30                                         [提供转正, 本科]   \n",
       " 31  [6个月, 本科, Dubbo, SpringCloud, Web开发, 框架开发, 框架设...   \n",
       " 32                        [3个月, 提供转正, 本科, 跨境电商, 产品优化]   \n",
       " 33                  [3个月, 提供转正, 大专, 跨境电商, 产品优化, 电商编辑]   \n",
       " 34                                          [6个月, 本科]   \n",
       " 35                                          [3个月, 本科]   \n",
       " 36                                   [4个月, 本科, 计算机软件]   \n",
       " 37                                   [3个月, 本科, 3C电子品]   \n",
       " 38  [3个月, 提供转正, 本科, Qt, C++, GIT, SVN, 后端开发, 图像开发,...   \n",
       " 39  [3个月, 提供转正, 本科, 商业产品, 计算机软件, to B, Visio, Axur...   \n",
       " \n",
       "                    job.title  job.salary  job.dq job.jobKind job.refreshTime  \\\n",
       " 0            用户体验培训生(J11518)       9-11k  广州-黄埔区           6  20221128142216   \n",
       " 1          市场分析/行业研究(J11514)        薪资面议  广州-天河区           6  20220905170403   \n",
       " 2      需求分析工程师-2023-秋招G00646       7-11k  广州-越秀区           6  20230508091244   \n",
       " 3                智能电力系统产品工程师      10-20k  广州-天河区           6  20221130101932   \n",
       " 4                  工程师助理【校招】       9-12k  广州-天河区           6  20221012150029   \n",
       " 5          WEBGIS工程师(J11153)   9-11k·14薪  广州-番禺区           6  20220810175124   \n",
       " 6                  销售代表（应届生）        5-9k  广州-番禺区           6  20230210092140   \n",
       " 7                       产品策划   7-12k·14薪  广州-黄埔区           6  20230113112400   \n",
       " 8      客户端开发工程师-国际直播电商【22春招】  20-30k·15薪  广州-海珠区           6  20220302205804   \n",
       " 9    客户端开发工程师-TikTok直播【22春招】  20-30k·15薪  广州-海珠区           6  20220302204349   \n",
       " 10       2022校招-营销中心-学术推广管培生       8-10k  广州-番禺区           6  20220926154951   \n",
       " 11                 电力系统产品工程师      10-20k  广州-天河区           6  20221130102323   \n",
       " 12           产业政策助理研究员（政府方向）      10-15k      广州           6  20230512090351   \n",
       " 13                    Python   8-12k·13薪      广州           6  20230406180213   \n",
       " 14                     管理培训生        5-8k  广州-天河区           6  20210818113633   \n",
       " 15                       IOS  20-26k·15薪  广州-天河区           6  20210726142228   \n",
       " 16  客户端Android开发工程师-国际化直播-校招  20-26k·15薪  广州-天河区           6  20210726142131   \n",
       " 17                     运营实习生        3-5k  广州-天河区           6  20210617090103   \n",
       " 18                      物理老师       8-15k  广州-越秀区           6  20230427210903   \n",
       " 19               （广州）产品技术工程师          面议      广州           7  20230317100547   \n",
       " 20                     IT产品岗          面议      广州           7  20230313184144   \n",
       " 21                 化工原料销售工程师       6-12k  广州-海珠区           6  20221202112219   \n",
       " 22      硬件工程师（广州） (MJ000713)  13-20k·14薪  广州-黄埔区           6  20230313095849   \n",
       " 23      软件工程师（广州） (MJ000716)  13-26k·15薪  广州-黄埔区           6  20230309110024   \n",
       " 24      国际商务岗（23届校招）(J11580)       6-13k  广州-天河区           6  20230109092702   \n",
       " 25                     销售管培生        薪资面议  广州-越秀区           6  20221213102545   \n",
       " 26                     销售培训生        薪资面议  广州-越秀区           6  20221118103728   \n",
       " 27                  医疗器械销售代表        6-8k      广州           6  20230316101102   \n",
       " 28                 产品专员（实习生）      150元/天  广州-天河区           6  20220721161952   \n",
       " 29                   产品规划实习生  150-200元/天  广州-天河区           6  20230309154927   \n",
       " 30                     产品实习生      200元/天  广州-天河区           6  20211214102342   \n",
       " 31                   Java实习生  150-200元/天  广州-黄埔区           6  20221027113549   \n",
       " 32             产品编辑助理（在校生实习）  150-250元/天  广州-越秀区           6  20230328171656   \n",
       " 33         跨境电商产品编辑助理（在校生实习）  150-250元/天  广州-越秀区           6  20230328170919   \n",
       " 34      项目管理见习助理（广州）(J12887)  100-150元/天  广州-天河区           6  20230510150938   \n",
       " 35           【粤普再贷】金融科技部 实习生   50-100元/天  广州-海珠区           6  20230425152125   \n",
       " 36                     产品实习生      100元/天  广州-天河区           6  20230404135245   \n",
       " 37                    产品设计助理  150-200元/天  广州-天河区           6  20230317091916   \n",
       " 38                C++软件开发工程师  150-250元/天  广州-黄埔区           6  20230511091809   \n",
       " 39             策划（产品/项目/新媒体）  150-250元/天      广州           6  20220828203052   \n",
       " \n",
       "    job.jobId  job.topJob  ...    comp.compName comp.compIndustry  \\\n",
       " 0   52634015       False  ...             汤臣倍健          食品/饮料/酒水   \n",
       " 1   52391285       False  ...     广东先导稀材股份有限公司       电子/半导体/集成电路   \n",
       " 2   52315347       False  ...     上海数慧系统技术有限公司             计算机软件   \n",
       " 3   52232205       False  ...     北京清能互联科技有限公司               互联网   \n",
       " 4   51958791       False  ...            城建设计院           建筑/工程设计   \n",
       " 5   51796417       False  ...              中海达       电子/半导体/集成电路   \n",
       " 6   51473813       False  ...     广州安的电子技术有限公司       电子/半导体/集成电路   \n",
       " 7   50352765       False  ...         多益网络有限公司               互联网   \n",
       " 8   47656111       False  ...             字节跳动               互联网   \n",
       " 9   47655895       False  ...             字节跳动               互联网   \n",
       " 10  47543969       False  ...           泰邦生物集团                制药   \n",
       " 11  45649267       False  ...     北京清能互联科技有限公司               互联网   \n",
       " 12  44254007       False  ...           中大咨询集团              咨询服务   \n",
       " 13  43626893       False  ...   友邦资讯科技(广州)有限公司             计算机软件   \n",
       " 14  42295527       False  ...       紫光电子商务有限公司              IT服务   \n",
       " 15  41417139       False  ...             字节跳动               互联网   \n",
       " 16  41417009       False  ...             字节跳动               互联网   \n",
       " 17  39109997       False  ...     广州蜜影信息科技有限公司             计算机软件   \n",
       " 18  33670127       False  ...    新东方教育科技集团有限公司              培训服务   \n",
       " 19    515805       False  ...             电装集团          汽车零部件及配件   \n",
       " 20    554329       False  ...             立白集团                日化   \n",
       " 21  47711603       False  ...       广州融大化工有限公司                石化   \n",
       " 22  56898537       False  ...             三晶电气           电气机械/器材   \n",
       " 23  56820249       False  ...             三晶电气           电气机械/器材   \n",
       " 24  54900115       False  ...     广东先导稀材股份有限公司       电子/半导体/集成电路   \n",
       " 25  53772719       False  ...   爱琅(上海)医疗器械有限公司              医疗器械   \n",
       " 26  53369203       False  ...   爱琅(上海)医疗器械有限公司              医疗器械   \n",
       " 27  43192099       False  ...               高视              医疗器械   \n",
       " 28  42827973       False  ...             广金征信            专业技术服务   \n",
       " 29  56724315       False  ...             中望软件             计算机软件   \n",
       " 30  45649707       False  ...     北京清能互联科技有限公司               互联网   \n",
       " 31  53412789       False  ...           广州平云小匠               互联网   \n",
       " 32  57363593       False  ...  购乐乐电子商务(深圳)有限公司                日化   \n",
       " 33  57362827       False  ...  购乐乐电子商务(深圳)有限公司                日化   \n",
       " 34  58445489       False  ...             易车公司               互联网   \n",
       " 35  58123629       False  ...    广东省粤科金融集团有限公司          基金/证券/期货   \n",
       " 36  57529969       False  ...     广东欣农互联科技有限公司               互联网   \n",
       " 37  57051049       False  ...             中望软件             计算机软件   \n",
       " 38  53439347       False  ...    广州超视计生物科技有限公司              医疗器械   \n",
       " 39  52205563       False  ...     广州悦派信息科技有限公司             计算机软件   \n",
       " \n",
       "                                    comp.link  \\\n",
       " 0    https://www.liepin.com/company/8080810/   \n",
       " 1    https://www.liepin.com/company/3947988/   \n",
       " 2    https://www.liepin.com/company/7912081/   \n",
       " 3    https://www.liepin.com/company/9151767/   \n",
       " 4    https://www.liepin.com/company/9961079/   \n",
       " 5    https://www.liepin.com/company/6785693/   \n",
       " 6    https://www.liepin.com/company/8179702/   \n",
       " 7    https://www.liepin.com/company/9386110/   \n",
       " 8    https://www.liepin.com/company/7863078/   \n",
       " 9    https://www.liepin.com/company/7863078/   \n",
       " 10   https://www.liepin.com/company/9803471/   \n",
       " 11   https://www.liepin.com/company/9151767/   \n",
       " 12   https://www.liepin.com/company/7855185/   \n",
       " 13   https://www.liepin.com/company/1640101/   \n",
       " 14   https://www.liepin.com/company/8139926/   \n",
       " 15   https://www.liepin.com/company/7863078/   \n",
       " 16   https://www.liepin.com/company/7863078/   \n",
       " 17  https://www.liepin.com/company/12532405/   \n",
       " 18   https://www.liepin.com/company/2485876/   \n",
       " 19   https://www.liepin.com/company/8638252/   \n",
       " 20   https://www.liepin.com/company/1998001/   \n",
       " 21   https://www.liepin.com/company/8324606/   \n",
       " 22   https://www.liepin.com/company/8946089/   \n",
       " 23   https://www.liepin.com/company/8946089/   \n",
       " 24   https://www.liepin.com/company/3947988/   \n",
       " 25  https://www.liepin.com/company/10219629/   \n",
       " 26  https://www.liepin.com/company/10219629/   \n",
       " 27   https://www.liepin.com/company/1765874/   \n",
       " 28  https://www.liepin.com/company/12447389/   \n",
       " 29   https://www.liepin.com/company/1070270/   \n",
       " 30   https://www.liepin.com/company/9151767/   \n",
       " 31  https://www.liepin.com/company/12939157/   \n",
       " 32  https://www.liepin.com/company/13484089/   \n",
       " 33  https://www.liepin.com/company/13484089/   \n",
       " 34      https://www.liepin.com/company/1623/   \n",
       " 35   https://www.liepin.com/company/8780522/   \n",
       " 36  https://www.liepin.com/company/10058513/   \n",
       " 37   https://www.liepin.com/company/1070270/   \n",
       " 38  https://www.liepin.com/company/12302491/   \n",
       " 39   https://www.liepin.com/company/8110918/   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   3d916811f6aedd61ef38cb0ce6f46cd7                    2   \n",
       " 1   7bf0f0dbecbc249397cd4b0530f9e3f9                    2   \n",
       " 2   4cfba098d6d45e0099c5c4fb06d115ec                    2   \n",
       " 3   4bd41c6f62e7453d98982ae5f1faf374                    2   \n",
       " 4   27889d000b04e381a9f0273dd33fa30b                    2   \n",
       " 5   c174510f9bcf5205824b03b6a84d66e8                    2   \n",
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       " 7   268f3aad94858a1d190c8f845eb8946f                    2   \n",
       " 8   06ac72e63dafa2aa59a7d64ad9817c9f                    2   \n",
       " 9   06ac72e63dafa2aa59a7d64ad9817c9f                    2   \n",
       " 10  24464779696ae1f3c1bd2b3e9fec8144                    2   \n",
       " 11  4bd41c6f62e7453d98982ae5f1faf374                    2   \n",
       " 12  34faac469bdf01678b0ca3877d009dea                    2   \n",
       " 13  f154c2c6f4b18350c051c4e7ef49e137                    2   \n",
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       " 18  ae683e2c7888fd8602f523e94e784db2                    2   \n",
       " 19                               NaN                  NaN   \n",
       " 20                               NaN                  NaN   \n",
       " 21  da13d9c200168ba05d887c62117912b0                    2   \n",
       " 22  16595bb03d8e89b752e4223b98a2bc60                    2   \n",
       " 23  a13206b124fe7b8e64d8830345544c66                    2   \n",
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       " 25  ea84f6782092eff3cc809655362a8e54                    2   \n",
       " 26  ea84f6782092eff3cc809655362a8e54                    2   \n",
       " 27  e6e876977863edaf49617dbcfff3eff9                    2   \n",
       " 28  7143e556d3295235e030375514342674                    2   \n",
       " 29  92de957c48850436e780be9e721bd5b9                    2   \n",
       " 30  4bd41c6f62e7453d98982ae5f1faf374                    2   \n",
       " 31  03df4ecc34cdb41c651ec1d54741dccf                    2   \n",
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       " 33  ef87399bb37faef1ef1546f28e7c4a1b                    2   \n",
       " 34  ec4202b554cd46a210eee5f74aeb3ab8                    2   \n",
       " 35  86c29e75f94518a04036597854bcf58c                    2   \n",
       " 36  9ea15ef11eb1f1ffcc809655362a8e54                    2   \n",
       " 37  92de957c48850436e780be9e721bd5b9                    2   \n",
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       " 39  64a26ce3983c4b5e8fa263ed17de85b1                    2   \n",
       " \n",
       "     recruiter.recruiterName  recruiter.recruiterTitle recruiter.chatted  \\\n",
       " 0                       田先生            人力资源招聘HRBP绩效经理             False   \n",
       " 1                       桑女士                                       False   \n",
       " 2                       徐先生                      招聘经理             False   \n",
       " 3                       丘女士                      HRBP             False   \n",
       " 4                       李先生                      招聘主管             False   \n",
       " 5                       许女士                         无             False   \n",
       " 6                       王女士                        HR             False   \n",
       " 7                       刘女士                                       False   \n",
       " 8                       曾先生                      招聘专家             False   \n",
       " 9                       曾先生                      招聘专家             False   \n",
       " 10                      胡先生                      招聘主管             False   \n",
       " 11                      丘女士                      HRBP             False   \n",
       " 12                      莫女士                      招聘专员             False   \n",
       " 13                      陈女士                 Recruiter             False   \n",
       " 14                      蔡女士                                       False   \n",
       " 15                      曾先生                      招聘专家             False   \n",
       " 16                      曾先生                      招聘专家             False   \n",
       " 17                      张女士                      运营专员             False   \n",
       " 18                      梁女士                        招聘             False   \n",
       " 19                     校园招聘                      校招HR             False   \n",
       " 20                     校园招聘                      校招HR             False   \n",
       " 21                      吴女士                    人事行政主管             False   \n",
       " 22                      颜女士                      招聘主管             False   \n",
       " 23                      高女士                      hrbp             False   \n",
       " 24                      马女士                        HR             False   \n",
       " 25                      白女士                   招聘专员/助理             False   \n",
       " 26                      白女士                   招聘专员/助理             False   \n",
       " 27                      段先生                    雇员成功经理             False   \n",
       " 28                      梁先生                        HR             False   \n",
       " 29                      张女士                                       False   \n",
       " 30                      丘女士                      HRBP             False   \n",
       " 31                      钟先生                        人力             False   \n",
       " 32                      陈女士                        HR             False   \n",
       " 33                      陈女士                        HR             False   \n",
       " 34                      贾先生                      招聘主管             False   \n",
       " 35                      李女士                      风控专员             False   \n",
       " 36                      陈女士                 人力资源专员/助理             False   \n",
       " 37                      张女士                                       False   \n",
       " 38                      朱女士                      人事专员             False   \n",
       " 39                      林先生                       总经理             False   \n",
       " \n",
       "            recruiter.recruiterPhoto             recruiter.recruiterId  \n",
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       " 6   5f8f9866dfb13a7dee342f1808u.jpg  4a212bf8360d4052547886ab82a13d2b  \n",
       " 7   5f8f986779c7cc70efbf36c008u.jpg  c1b107d0bee60808ba8d528203c7dcd3  \n",
       " 8   5f8f98698dbe6273dcf8516008u.jpg  921f627aa3e42d1d22fd36197be5f258  \n",
       " 9   5f8f98698dbe6273dcf8516008u.jpg  921f627aa3e42d1d22fd36197be5f258  \n",
       " 10  5f8f986c79c7cc70efbf36c808u.jpg  f194b22457f2070ef1c68874fefd88f0  \n",
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       " 15  5f8f98698dbe6273dcf8516008u.jpg  921f627aa3e42d1d22fd36197be5f258  \n",
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       " 17  5f8f9866dfb13a7dee342f1808u.jpg  5f5d63f5ef590a51d7690675870688c8  \n",
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       " 19  5ca48f59509919fa0ea17f1f07u.png                                    \n",
       " 20  5ca48f59509919fa0ea17f1f07u.png                                    \n",
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       " 39  6224678d8eba3d325c9e087b08u.png  71ee387c11199ed0dddb555967b1c77b  \n",
       " \n",
       " [40 rows x 30 columns],\n",
       "                                              dataInfo  \\\n",
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       " 35  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
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       " 37  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
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       " 39  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"userId\":\"5b9ab7c2faadaf65ab11eb16ab3fb853\",\"...   \n",
       " 1   {\"userId\":\"a31e697b20f52fc1f6a47b9d2fc0adff\",\"...   \n",
       " 2   {\"userId\":\"ee0afa7dce5355a2d0acd2271e96d3c3\",\"...   \n",
       " 3   {\"userId\":\"8d90c26ed477481c5bfe988e1b72f121\",\"...   \n",
       " 4   {\"userId\":\"2e1549f8764d614138d4ddf782e0aad0\",\"...   \n",
       " 5   {\"userId\":\"fe631120f95d35b3e5ca4e55352902e5\",\"...   \n",
       " 6   {\"userId\":\"2aae5c8e9f1dfa0ea6057ebc03695f9e\",\"...   \n",
       " 7   {\"userId\":\"e0d30966279770dff584a14292107083\",\"...   \n",
       " 8   {\"userId\":\"0b7bc3a96f1507d6c284888b7dd2bd8b\",\"...   \n",
       " 9   {\"userId\":\"f5e1bea9eb4f05f8ea417c3b3ac6c6bf\",\"...   \n",
       " 10  {\"userId\":\"41ea8dabf0e820417824f0412f9a5115\",\"...   \n",
       " 11  {\"userId\":\"2200acecc04093cc99f4a23e9acdc7d6\",\"...   \n",
       " 12  {\"userId\":\"f16cd2bc6940e9ade4304b86234cc9fe\",\"...   \n",
       " 13  {\"userId\":\"c1b4118e5b04fdff4ca3f0219ea0c315\",\"...   \n",
       " 14  {\"userId\":\"1c9642b10e66aafbfb49eb7f99f9423d\",\"...   \n",
       " 15  {\"userId\":\"590fe0de8d43b7ae25e258cdad800057\",\"...   \n",
       " 16  {\"userId\":\"a20e3bd6e8f53b0842769b7407e7fd69\",\"...   \n",
       " 17  {\"userId\":\"4aee93c527b243c0138938552b6ab951\",\"...   \n",
       " 18  {\"userId\":\"83b1ecab29ad4e17bb577e4c817fb337\",\"...   \n",
       " 19  {\"userId\":\"53acf6aff0d057a76c26586549a1ab5b\",\"...   \n",
       " 20  {\"userId\":\"6bea5b4d43e4b905b8e0fcccb7d54f25\",\"...   \n",
       " 21  {\"userId\":\"3128fb1cb5be4dfaaeb36a4f8cecf388\",\"...   \n",
       " 22  {\"userId\":\"1d1beaa89077fbb3e72a53b24457666f\",\"...   \n",
       " 23  {\"userId\":\"a4d5581bd0d578d3a2b344fe89b3c6f9\",\"...   \n",
       " 24  {\"userId\":\"a79eb696b2624b07eabf62970f7c46c4\",\"...   \n",
       " 25  {\"userId\":\"3128fb1cb5be4dfaaeb36a4f8cecf388\",\"...   \n",
       " 26  {\"userId\":\"f3d657cdc1f546f54fc73d5cda7f8d0f\",\"...   \n",
       " 27  {\"userId\":\"608775f376415e5c6081fd0bbae6dda2\",\"...   \n",
       " 28  {\"userId\":\"f4374fe98059422b26526847631de8ba\",\"...   \n",
       " 29  {\"userId\":\"ba2b02528fc4c4f59a096f2bbe58887c\",\"...   \n",
       " 30  {\"userId\":\"2fee544c6259054bbbc112520b07418a\",\"...   \n",
       " 31  {\"userId\":\"375d93a270e5736e97c3ec210b664285\",\"...   \n",
       " 32  {\"userId\":\"f6f452976cdcd40692e4cab4e764bfe1\",\"...   \n",
       " 33  {\"userId\":\"96f40644af3035c26bb57892452c9fa3\",\"...   \n",
       " 34  {\"userId\":\"835e1b89ee679e6d31bec7fc7b695431\",\"...   \n",
       " 35  {\"userId\":\"05b8f9a5d4e593ccb8972189c4d9bf3f\",\"...   \n",
       " 36  {\"userId\":\"f6f452976cdcd40692e4cab4e764bfe1\",\"...   \n",
       " 37  {\"userId\":\"070dac87cd72db0caed466b580d06c18\",\"...   \n",
       " 38  {\"userId\":\"c0c3ad8ce34207018208b0d613d7200e\",\"...   \n",
       " 39  {\"userId\":\"f6f452976cdcd40692e4cab4e764bfe1\",\"...   \n",
       " \n",
       "                                            job.labels  job.advViewFlag  \\\n",
       " 0                                 [4个月, 本科, 跨境电商, 产品]            False   \n",
       " 1                          [3个月, 大专, 小游戏, 活动运营, 社交平台]            False   \n",
       " 2                                          [本科, 直播运营]            False   \n",
       " 3   [3个月, 提供转正, 硕士, 创新咨询, 互联网+咨询, 数字化创新, 精英团队, 方法论...            False   \n",
       " 4                                                [本科]            False   \n",
       " 5                  [本科, 后台产品, 增长产品, 汽车行业, 产品设计, 数据分析]            False   \n",
       " 6                         [3个月, 本科, 电子商务, 团队管理, 产品规划]            False   \n",
       " 7                                           [3个月, 本科]            False   \n",
       " 8                                              [学历不限]            False   \n",
       " 9                                              [产品设计]            False   \n",
       " 10                                        [客户服务, 保险业]            False   \n",
       " 11  [光学系统设计, 光学设计, 光学产品, 光学器材, 光路设计, 激光器, 激光仪器, 激光...            False   \n",
       " 12                          [电话客服, 咨询服务, 订单管理, 房地产行业]            False   \n",
       " 13           [德语, 售后客服, 售前客服, 倒班客服, 夜班客服, 非销性质, 电子商务]            False   \n",
       " 14                           [商业产品, 产品设计, 产品规划, 用户研究]            False   \n",
       " 15                         [WET, 设备工程师, EE, 半导体设备工程师]            False   \n",
       " 16                               [WET EE, 湿法设备, 湿法清洗]            False   \n",
       " 17                                        [临床试验, CRA]            False   \n",
       " 18  [教育培训, 留学教育, 拓展培训, 客户端游戏, 保险产品设计, 团队管理, 客户管理, ...            False   \n",
       " 19  [网络销售, 电话销售, 销售管理, to B, 大客户, 交通/物流/贸易, 教育培训, ...            False   \n",
       " 20                                     [CET-4, CET-6]            False   \n",
       " 21                                                 []            False   \n",
       " 22                                       [综合素质, 学习能力]            False   \n",
       " 23                    [工具产品, 产品设计, Axure, 需求调研, 市场调研]            False   \n",
       " 24                                             [教育行业]            False   \n",
       " 25                     [农学, 植物保护, 园艺, 出差, 渠道销售, 生物农业]            False   \n",
       " 26                                                 []            False   \n",
       " 27  [java, mysql, 数据库, oracle, sql, jquery, javasc...            False   \n",
       " 28                                 [客户管理, 销售管理, 团队管理]            False   \n",
       " 29                                             [销售支持]            False   \n",
       " 30                [网络销售, 渠道销售, 不出差, 教育培训, 成人教育, 职业教育]            False   \n",
       " 31                                       [团队管理, 客户管理]            False   \n",
       " 32  [电话销售, 渠道销售, 客户管理, 销售管理, 市场洞察, 团队管理, 合同管理, IT/...            False   \n",
       " 33                                             [线下推广]            False   \n",
       " 34                                   [网络销售, 直销, 教育培训]            False   \n",
       " 35                     [seo, 数据分析, 市场推广, app推广, 贴吧推广]            False   \n",
       " 36                            [电话销售, IT/互联网/软件, 渠道销售]            False   \n",
       " 37                                       [团队管理, 客户管理]            False   \n",
       " 38                                       [团队意识, 善于沟通]            False   \n",
       " 39   [电话销售, 渠道销售, 网络销售, 客户管理, 销售管理, 团队管理, 市场洞察, 合同管理]            False   \n",
       " \n",
       "    job.refreshTime  job.salary  job.dq job.jobId                job.title  \\\n",
       " 0   20220824103340      200元/天  广州-海珠区  51517015            国际化电商-用户产品实习生   \n",
       " 1   20220707162922   80-150元/天  广州-番禺区  50959131          内容安全运营实习生--阿拉伯语   \n",
       " 2   20220211191104      150元/天  广州-番禺区  46972193              海外运营实习生（印尼）   \n",
       " 3   20230426112929  120-200元/天  广州-越秀区  46498423                 数字化创新实习生   \n",
       " 4   20210830152940      100元/天  广州-黄埔区  42711331         其他金融产品/行业研究/风控职位   \n",
       " 5   20200924163554     3000元/月      广州  32096653          汽车网产品策划（2021校招）   \n",
       " 6   20230510142501  120-150元/天  广州-天河区  58442691                商品助理（实习生）   \n",
       " 7   20230413100645  100-150元/天  广州-天河区  52658163              渠道经理助理（实习生）   \n",
       " 8   20190819163248        薪资面议  广州-天河区  22666341                      实习生   \n",
       " 9   20220721161952        3-5k  广州-天河区  42827361                    产品实习生   \n",
       " 10  20230309121717        6-7k  广州-越秀区  56824963               国际航空尊贵会员客服   \n",
       " 11  20230303184818       6-12k  广州-黄埔区  56364141                    光学工程师   \n",
       " 12  20230417143016        6-8k  广州-番禺区  55360425  粤语预订专员（香港永安） (MJ015697)   \n",
       " 13  20221207120636  10-13k·13薪  广州-越秀区  54934743                   在线德语客服   \n",
       " 14  20221125154146      14-17k  广州-天河区  54478731            储备产研岗(J10825)   \n",
       " 15  20220706144425      13-25k  广州-黄埔区  50919361               WET设备资深工程师   \n",
       " 16  20221018160034       8-13k  广州-黄埔区  53207857                 WET设备工程师   \n",
       " 17  20230322141728        5-7k  广州-天河区  42944393                临床研究助理CTA   \n",
       " 18  20230511091022       6-12k      广州  12966617                   混合学习经理   \n",
       " 19  20230214233006       8-13k  广州-番禺区  56110985                     电话销售   \n",
       " 20  20230331091009    5-7k·13薪  广州-天河区  52885183             月薪7K英语客服（天河）   \n",
       " 21  20230316145437        4-6k      广州  50537247                  农资营销管培生   \n",
       " 22  20200107134906       5-10k      广州  25674559                     储备干部   \n",
       " 23  20221018143448       5-10k  广州-天河区  51015533                  产品专员/助理   \n",
       " 24  20221213142836        5-8k  广州-黄埔区  55052903                     课程顾问   \n",
       " 25  20220531000058        5-7k      广州  49906463           农资营销储干（工作地点可选）   \n",
       " 26  20220728114215   6-18k·13薪  广州-荔湾区  50959633               跨境电商产品开发专员   \n",
       " 27  20210918101154       9-13k      广州  43372059                Java开发工程师   \n",
       " 28  20191014213224        5-8k  广州-番禺区  24122799                       销售   \n",
       " 29  20200107140330       9-14k      广州  25675055                     电话销售   \n",
       " 30  20220519151117        4-8k  广州-黄埔区  49755921                     助学老师   \n",
       " 31  20210314222822      10-15k      广州  37025361                   网路营销顾问   \n",
       " 32  20220511192431       8-12k  广州-番禺区  48855839                     销售顾问   \n",
       " 33  20201012201942       5-10k      广州  32532719                     网络推广   \n",
       " 34  20220623144626        4-6k  广州-黄埔区  50617595                   高级课程顾问   \n",
       " 35  20191230140920        5-8k      广州  25562345                   网络推广专员   \n",
       " 36  20220511192443       8-13k  广州-番禺区  47487439                     电话销售   \n",
       " 37  20210313161942        5-8k      广州  37010017                     销售顾问   \n",
       " 38  20200413091049        7-9k      广州  25675097                     销售顾问   \n",
       " 39  20220511192402       8-11k  广州-番禺区  48855889                   电话销售顾问   \n",
       " \n",
       "    job.jobKind  ...         recruiter.recruiterPhoto comp.compId  \\\n",
       " 0            6  ...  5f8f9865ea60860b75384fa508u.jpg     7863078   \n",
       " 1            6  ...  5f8f9866dfb13a7dee342f1808u.jpg     9811023   \n",
       " 2            6  ...  5f8f986779c7cc70efbf36c008u.jpg     9413158   \n",
       " 3            6  ...  5f8f9865ea60860b75384fa508u.jpg     9283329   \n",
       " 4            6  ...  5f8f9866dfb13a7dee342f1808u.jpg     9530154   \n",
       " 5            6  ...  5f8f98698dbe6273dcf8516008u.jpg      883294   \n",
       " 6            6  ...  5f8f9866dfb13a7dee342f1808u.jpg     5964833   \n",
       " 7            6  ...  5f8f9866dfb13a7dee342f1808u.jpg    12787841   \n",
       " 8            6  ...  5f8f9866dfb13a7dee342f1808u.jpg    10163143   \n",
       " 9            2  ...  60ddc4dbdc1dd861d761c42805u.png    12447389   \n",
       " 10           2  ...  5f8f98648dbe6273dcf8515508u.jpg    12456301   \n",
       " 11           2  ...  5f8f98698dbe6273dcf8516008u.jpg     8091590   \n",
       " 12           2  ...  5f8f98648dbe6273dcf8515508u.jpg      182339   \n",
       " 13           2  ...  5f8f986779c7cc70efbf36c008u.jpg    12981985   \n",
       " 14           2  ...  5f8f98648dbe6273dcf8515508u.jpg     8635284   \n",
       " 15           2  ...  5f8f986bdfb13a7dee342f2108u.jpg     9427931   \n",
       " 16           2  ...  5f8f986c79c7cc70efbf36c808u.jpg     9427931   \n",
       " 17           2  ...  5f8f9863f6d1ab58476f246a08u.jpg     9433915   \n",
       " 18           2  ...  5f8f986779c7cc70efbf36c008u.jpg     7855185   \n",
       " 19           2  ...  5f8f986779c7cc70efbf36c008u.jpg     9358519   \n",
       " 20           2  ...  5f8f986779c7cc70efbf36c008u.jpg    13321559   \n",
       " 21           2  ...  642a76728d084a54d9b457e801u.png     9945125   \n",
       " 22           2  ...  5f8f986bdfb13a7dee342f2108u.jpg     9358519   \n",
       " 23           2  ...  5f8f9863f6d1ab58476f246a08u.jpg    13181035   \n",
       " 24           2  ...  6397ed7cfd38b10039f0b69603u.png     9762935   \n",
       " 25           2  ...  642a76728d084a54d9b457e801u.png     9945125   \n",
       " 26           2  ...  61d54a5d906c3d19105de8ee07u.jpg     9196376   \n",
       " 27           2  ...  5f8f986779c7cc70efbf36c008u.jpg     7896551   \n",
       " 28           2  ...  5f8f986aea60860b75384fab08u.jpg     9358519   \n",
       " 29           2  ...  5f8f9866dfb13a7dee342f1808u.jpg     9358519   \n",
       " 30           2  ...  5f8f98648dbe6273dcf8515508u.jpg     9762935   \n",
       " 31           2  ...  5f8f986bdfb13a7dee342f2108u.jpg     9358519   \n",
       " 32           2  ...  62188a1771b2d32b93a6fd0a05u.png     8860565   \n",
       " 33           2  ...  5f8f986779c7cc70efbf36c008u.jpg     8860565   \n",
       " 34           2  ...  63417bed67d47138decffc8308u.png     9762935   \n",
       " 35           2  ...  5f8f986bdfb13a7dee342f2108u.jpg     9358519   \n",
       " 36           2  ...  62188a1771b2d32b93a6fd0a05u.png     8860565   \n",
       " 37           2  ...  605033828edfb84095ea686b07u.png     9358519   \n",
       " 38           2  ...  5e82ebb48290a17b144ef10203u.png     9358519   \n",
       " 39           2  ...  62188a1771b2d32b93a6fd0a05u.png     8860565   \n",
       " \n",
       "    comp.compScale comp.compStage                    comp.compLogo  \\\n",
       " 0        10000人以上             其他  5d887b5528021708fa52b44403u.jpg   \n",
       " 1     5000-10000人           战略投资  61b07937d0458d53c627567e02u.jpg   \n",
       " 2      1000-2000人            NaN  60dc4091cd95e956df590d9d04u.png   \n",
       " 3           1-49人            NaN  59dc78457832e11b880f044c05a.png   \n",
       " 4        10000人以上            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 5        500-999人            已上市  5bfe91bf74719d35745ae43f03a.png   \n",
       " 6        10000人以上            已上市  6268af86c62a82594f50cc8704u.png   \n",
       " 7        100-499人            NaN  60f52a0ab3cfa25c5dae36c305u.png   \n",
       " 8           1-49人            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 9          50-99人            NaN  61c1924e642c8c0bf718876205u.png   \n",
       " 10                           NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 11         50-99人            NaN  5bfe922174719d35745af87e03a.png   \n",
       " 12       10000人以上           美股上市  5f4de484f6d1ab584745de6d05u.jpg   \n",
       " 13          1-49人            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 14       500-999人             B轮  63b4d9f0a0380858a9711da306u.png   \n",
       " 15       500-999人            NaN  60c2d30c2f7aa7284044f12b06u.png   \n",
       " 16       500-999人            NaN  60c2d30c2f7aa7284044f12b06u.png   \n",
       " 17       100-499人          融资未公开  5e12cacf6324626e178d913805u.png   \n",
       " 18       500-999人            NaN  5bfe910274719d35745abef503a.png   \n",
       " 19       10000人以上            已上市  5bfe90df74719d35745ab83003a.png   \n",
       " 20     1000-2000人            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 21       100-499人             C轮  5cbea68d9fae687d4331595302u.png   \n",
       " 22       10000人以上            已上市  5bfe90df74719d35745ab83003a.png   \n",
       " 23         50-99人          融资未公开  624d42f8fc5aba59488d8a1a05u.png   \n",
       " 24     1000-2000人            NaN  614294594794fb369e067f3b03u.png   \n",
       " 25       100-499人             C轮  5cbea68d9fae687d4331595302u.png   \n",
       " 26       500-999人            NaN  5da536c83a199e0c2e42a49705u.jpg   \n",
       " 27       100-499人            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 28       10000人以上            已上市  5bfe90df74719d35745ab83003a.png   \n",
       " 29       10000人以上            已上市  5bfe90df74719d35745ab83003a.png   \n",
       " 30     1000-2000人            NaN  614294594794fb369e067f3b03u.png   \n",
       " 31       10000人以上            已上市  5bfe90df74719d35745ab83003a.png   \n",
       " 32     1000-2000人          融资未公开  5eb78f0cf254020457420a3b06u.jpg   \n",
       " 33     1000-2000人          融资未公开  5eb78f0cf254020457420a3b06u.jpg   \n",
       " 34     1000-2000人            NaN  614294594794fb369e067f3b03u.png   \n",
       " 35       10000人以上            已上市  5bfe90df74719d35745ab83003a.png   \n",
       " 36     1000-2000人          融资未公开  5eb78f0cf254020457420a3b06u.jpg   \n",
       " 37       10000人以上            已上市  5bfe90df74719d35745ab83003a.png   \n",
       " 38       10000人以上            已上市  5bfe90df74719d35745ab83003a.png   \n",
       " 39     1000-2000人          融资未公开  5eb78f0cf254020457420a3b06u.jpg   \n",
       " \n",
       "       comp.compName                                 comp.link  \\\n",
       " 0              字节跳动   https://www.liepin.com/company/7863078/   \n",
       " 1    广州欢聚时代信息科技有限公司   https://www.liepin.com/company/9811023/   \n",
       " 2     常相伴(武汉)科技有限公司   https://www.liepin.com/company/9413158/   \n",
       " 3      即能科技(广州)有限公司   https://www.liepin.com/company/9283329/   \n",
       " 4     深圳市利凯基金管理有限公司   https://www.liepin.com/company/9530154/   \n",
       " 5             太平洋网络    https://www.liepin.com/company/883294/   \n",
       " 6              网易集团   https://www.liepin.com/company/5964833/   \n",
       " 7        中海基金管理有限公司  https://www.liepin.com/company/12787841/   \n",
       " 8    广州花城创业投资管理有限公司  https://www.liepin.com/company/10163143/   \n",
       " 9              广金征信  https://www.liepin.com/company/12447389/   \n",
       " 10     广州嘉泰网络科技有限公司  https://www.liepin.com/company/12456301/   \n",
       " 11     广州安特激光技术有限公司   https://www.liepin.com/company/8091590/   \n",
       " 12             携程集团    https://www.liepin.com/company/182339/   \n",
       " 13     无锡伊沐信息科技有限公司  https://www.liepin.com/company/12981985/   \n",
       " 14             嘉为科技   https://www.liepin.com/company/8635284/   \n",
       " 15    粤芯半导体技术股份有限公司   https://www.liepin.com/company/9427931/   \n",
       " 16    粤芯半导体技术股份有限公司   https://www.liepin.com/company/9427931/   \n",
       " 17     上海凌仕医疗科技有限公司   https://www.liepin.com/company/9433915/   \n",
       " 18           中大咨询集团   https://www.liepin.com/company/7855185/   \n",
       " 19  百度(中国)有限公司广州分公司   https://www.liepin.com/company/9358519/   \n",
       " 20    广州市蓝熙信息科技有限公司  https://www.liepin.com/company/13321559/   \n",
       " 21             慕恩生物   https://www.liepin.com/company/9945125/   \n",
       " 22  百度(中国)有限公司广州分公司   https://www.liepin.com/company/9358519/   \n",
       " 23       广州加之科技有限公司  https://www.liepin.com/company/13181035/   \n",
       " 24             远智教育   https://www.liepin.com/company/9762935/   \n",
       " 25             慕恩生物   https://www.liepin.com/company/9945125/   \n",
       " 26              时易中   https://www.liepin.com/company/9196376/   \n",
       " 27    万达宝(广州)软件有限公司   https://www.liepin.com/company/7896551/   \n",
       " 28  百度(中国)有限公司广州分公司   https://www.liepin.com/company/9358519/   \n",
       " 29  百度(中国)有限公司广州分公司   https://www.liepin.com/company/9358519/   \n",
       " 30             远智教育   https://www.liepin.com/company/9762935/   \n",
       " 31  百度(中国)有限公司广州分公司   https://www.liepin.com/company/9358519/   \n",
       " 32   百度国际科技(深圳)有限公司   https://www.liepin.com/company/8860565/   \n",
       " 33   百度国际科技(深圳)有限公司   https://www.liepin.com/company/8860565/   \n",
       " 34             远智教育   https://www.liepin.com/company/9762935/   \n",
       " 35  百度(中国)有限公司广州分公司   https://www.liepin.com/company/9358519/   \n",
       " 36   百度国际科技(深圳)有限公司   https://www.liepin.com/company/8860565/   \n",
       " 37  百度(中国)有限公司广州分公司   https://www.liepin.com/company/9358519/   \n",
       " 38  百度(中国)有限公司广州分公司   https://www.liepin.com/company/9358519/   \n",
       " 39   百度国际科技(深圳)有限公司   https://www.liepin.com/company/8860565/   \n",
       " \n",
       "    comp.compIndustry job.requireWorkYears job.requireEduLevel  \n",
       " 0                互联网                  NaN                 NaN  \n",
       " 1            在线社交/媒体                  NaN                 NaN  \n",
       " 2            在线社交/媒体                  NaN                 NaN  \n",
       " 3             专业技术服务                  NaN                 NaN  \n",
       " 4               其他行业                  NaN                 NaN  \n",
       " 5                互联网                  NaN                 NaN  \n",
       " 6                互联网                  NaN                 NaN  \n",
       " 7           基金/证券/期货                  NaN                 NaN  \n",
       " 8           基金/证券/期货                  NaN                 NaN  \n",
       " 9             专业技术服务                 经验不限                统招本科  \n",
       " 10               NaN                 经验不限                  大专  \n",
       " 11       电子/半导体/集成电路                 经验不限                  本科  \n",
       " 12               互联网                 经验不限                  大专  \n",
       " 13               互联网                 经验不限                  本科  \n",
       " 14              IT服务                 经验不限                  硕士  \n",
       " 15       电子/半导体/集成电路                 经验不限                  本科  \n",
       " 16       电子/半导体/集成电路                 经验不限                  本科  \n",
       " 17              医疗器械                 一年以下                统招本科  \n",
       " 18              咨询服务                 经验不限                统招本科  \n",
       " 19               互联网                 经验不限                  大专  \n",
       " 20               互联网                 经验不限                  大专  \n",
       " 21                制药                 经验不限                  大专  \n",
       " 22               互联网                 经验不限                  大专  \n",
       " 23             计算机软件                 一年以下                统招本科  \n",
       " 24              培训服务                 经验不限                  大专  \n",
       " 25                制药                 经验不限                  大专  \n",
       " 26              电子商务                 经验不限                统招本科  \n",
       " 27             计算机软件                 一年以下                  本科  \n",
       " 28               互联网                 经验不限                  大专  \n",
       " 29               互联网                 经验不限                  大专  \n",
       " 30              培训服务                 经验不限               中专/中技  \n",
       " 31               互联网                 经验不限                  大专  \n",
       " 32               互联网                 经验不限                  大专  \n",
       " 33               互联网                 经验不限                  大专  \n",
       " 34              培训服务                 经验不限                  大专  \n",
       " 35               互联网                 经验不限                  大专  \n",
       " 36               互联网                 经验不限                  大专  \n",
       " 37               互联网                 经验不限                  大专  \n",
       " 38               互联网                 经验不限                  大专  \n",
       " 39               互联网                 经验不限                  大专  \n",
       " \n",
       " [40 rows x 32 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 1   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 2   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 3   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 4   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 5   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 6   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 7   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 8   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 9   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 10  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 11  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 12  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 13  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 14  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 15  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 16  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 17  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 18  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 19  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 20  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 21  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 22  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 23  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 24  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 25  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 26  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 27  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 28  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 29  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 30  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 31  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 32  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 33  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 34  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 35  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 36  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 37  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 38  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 39  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobKind\":\"2\",\"imId\":\"a7c3b56606702f91e4cd5c0...   \n",
       " 1   {\"jobKind\":\"2\",\"imId\":\"b4589245f0683b74ac365a6...   \n",
       " 2   {\"jobKind\":\"2\",\"imId\":\"1fbd492b6281f8704920156...   \n",
       " 3   {\"jobKind\":\"2\",\"imId\":\"a7c3b56606702f91e4cd5c0...   \n",
       " 4   {\"jobKind\":\"2\",\"imId\":\"c819e8883726ef7e8f669bb...   \n",
       " 5   {\"jobKind\":\"2\",\"imId\":\"9253c2c6048cb65b13f41ee...   \n",
       " 6   {\"jobKind\":\"2\",\"imId\":\"65119fda62e0a0c793e1abf...   \n",
       " 7   {\"jobKind\":\"2\",\"imId\":\"7f827ffa7eb5b0799f90d58...   \n",
       " 8   {\"jobKind\":\"2\",\"imId\":\"be835ff0ef67057a4f20da7...   \n",
       " 9   {\"jobKind\":\"2\",\"imId\":\"223a40c7e305fc4b8929711...   \n",
       " 10  {\"jobKind\":\"2\",\"imId\":\"0fd23325ddf17e66f613adf...   \n",
       " 11  {\"jobKind\":\"2\",\"imId\":\"6f940db7aa4c0e072982e99...   \n",
       " 12  {\"jobKind\":\"2\",\"imId\":\"4f5fe069133f2fa10e33f8a...   \n",
       " 13  {\"jobKind\":\"2\",\"imId\":\"cdd83069d7207e91dfb6df2...   \n",
       " 14  {\"jobKind\":\"2\",\"imId\":\"c5847aea1c23c31a05cd690...   \n",
       " 15  {\"jobKind\":\"2\",\"imId\":\"c5847aea1c23c31a05cd690...   \n",
       " 16  {\"jobKind\":\"2\",\"imId\":\"c5847aea1c23c31a05cd690...   \n",
       " 17  {\"jobKind\":\"2\",\"imId\":\"45774f26a2369d2ef406702...   \n",
       " 18  {\"jobKind\":\"2\",\"imId\":\"cfdbfedb37575f44835da8f...   \n",
       " 19  {\"jobKind\":\"2\",\"imId\":\"f2786b632b3798d0e613caf...   \n",
       " 20  {\"jobKind\":\"2\",\"imId\":\"575ee20a60cc01c699eeb04...   \n",
       " 21  {\"jobKind\":\"2\",\"imId\":\"21ed6c2d3dc2b74d6e0c7d8...   \n",
       " 22  {\"jobKind\":\"2\",\"imId\":\"52a201f98ed7eaf441e5bce...   \n",
       " 23  {\"jobKind\":\"2\",\"imId\":\"ac394055cabefefeacd19bc...   \n",
       " 24  {\"jobKind\":\"2\",\"imId\":\"180468a8af29d05779ae917...   \n",
       " 25  {\"jobKind\":\"2\",\"imId\":\"e78faa42d38362a203ccd27...   \n",
       " 26  {\"jobKind\":\"2\",\"imId\":\"25b295f2653ba40ad33cecc...   \n",
       " 27  {\"jobKind\":\"2\",\"imId\":\"ed80c969fd923961d3a0457...   \n",
       " 28  {\"jobKind\":\"2\",\"imId\":\"189c1070d883e3f91706e81...   \n",
       " 29  {\"jobKind\":\"2\",\"imId\":\"d1734d73e142444e59a7d64...   \n",
       " 30  {\"jobKind\":\"2\",\"imId\":\"5798f25e82bbb657eb6a758...   \n",
       " 31  {\"jobKind\":\"2\",\"imId\":\"2bb31b220c2abb9704612e6...   \n",
       " 32  {\"jobKind\":\"2\",\"imId\":\"f8142d7c1b250f1b8b0ca38...   \n",
       " 33  {\"jobKind\":\"2\",\"imId\":\"0da2ee1bf57014a8a6e5041...   \n",
       " 34  {\"jobKind\":\"2\",\"imId\":\"a40ebef393dc91ef6042c17...   \n",
       " 35  {\"jobKind\":\"2\",\"imId\":\"63a0cbf3838f24908b0ca38...   \n",
       " 36  {\"jobKind\":\"2\",\"imId\":\"04b5f262b9bc88615d887c6...   \n",
       " 37  {\"jobKind\":\"2\",\"imId\":\"bdfda2d4c2083da4d1ea97c...   \n",
       " 38  {\"jobKind\":\"2\",\"imId\":\"618fbfa5cbc2fa6899eeb04...   \n",
       " 39  {\"jobKind\":\"2\",\"imId\":\"edbe6a7c4ed9d6e5aaa70b1...   \n",
       " \n",
       "                                            job.labels  \\\n",
       " 0                                  [电话销售, 渠道销售, 华南市场]   \n",
       " 1                      [市场洞察, 销售管理, 团队管理, 客户管理, 电话销售]   \n",
       " 2                                                [电销]   \n",
       " 3                                        [线上推广, 网络营销]   \n",
       " 4                                     [大数据领域, DevOps]   \n",
       " 5                                                  []   \n",
       " 6         [跨境电商运营, 平台运营, 珠宝类, 服饰类, 线上运营, to C, 亚马逊平台]   \n",
       " 7                          [家政, 客房服务, 客房保洁, 卫生清洁, 保洁]   \n",
       " 8   [数据产品, 客户端产品, 产品优化, 团队管理, 产品设计, 数据分析, 用户研究, 需求...   \n",
       " 9                                                  []   \n",
       " 10  [蛋白质组学, 代谢组学, 质谱, 质谱流式, 蛋白修饰, 磷酸化, 分子生物学技术, 科研用户]   \n",
       " 11                                                 []   \n",
       " 12                                      [python, c++]   \n",
       " 13                                             [学术推广]   \n",
       " 14                                                 []   \n",
       " 15                                                 []   \n",
       " 16                                                 []   \n",
       " 17                               [电商产品运营, 营销策划, 内容运营]   \n",
       " 18                    [生物制药, 医学检验, 医药研发, CRO公司, 医药科技]   \n",
       " 19                                                 []   \n",
       " 20                                                 []   \n",
       " 21  [硬件产品, 工具产品, 硬件系统集成, 市场调研, 产品优化, 用户研究, 竞品分析, 产...   \n",
       " 22                                                 []   \n",
       " 23                                             [竞品分析]   \n",
       " 24                                                 []   \n",
       " 25                     [需求分析, 市场调研, 竞品分析, 电商产品, 海外产品]   \n",
       " 26                                                 []   \n",
       " 27     [法语, 德语, 投诉客服, 售后客服, 售前客服, 呼叫中心管理, 非销性质, 电子商务]   \n",
       " 28                                                 []   \n",
       " 29                           [人力资源管理, 岗位配置招聘, 人力资源经验]   \n",
       " 30                           [Python, Golang, DevOps]   \n",
       " 31                   [临床试验, CRA, 临床质量管理, GCP认证, 科研院校]   \n",
       " 32  [企业信息化, OA系统, 系统运维, IT运维, 云平台运维, 自动化运维, IT/信息化领域]   \n",
       " 33                            [电商采购, 产品开发, 供应商寻源, 露营]   \n",
       " 34  [客户端产品, 电子商务, O2O, 消费品, to B, 需求分析, 市场调研, 产品设计...   \n",
       " 35                                                 []   \n",
       " 36                           [养老领域, 健康保健, 常规护理, 医疗卫生]   \n",
       " 37             [Onesteam, 项目顾问, PMP, 项目管理, 财务项目, SAP]   \n",
       " 38               [品牌推广, 品牌宣传, 产品营销, 市场推广, 品牌广告, 策划方案]   \n",
       " 39  [数字化咨询, 战略咨询, 数据分析, 营销管理咨询, 运营管理咨询, 品牌咨询, 企管咨询...   \n",
       " \n",
       "                          job.title  job.salary  job.dq job.jobKind  \\\n",
       " 0                             销售代表        5-8k      广州           2   \n",
       " 1                             电话销售        4-6k  广州-番禺区           2   \n",
       " 2                           电话销售顾问      10-15k  广州-番禺区           2   \n",
       " 3                             网络推广       5-10k      广州           2   \n",
       " 4       （储备）产品开发工程师【20-22届-往届校招硕士】      13-16k  广州-天河区           2   \n",
       " 5             印尼语实习生 5-10K 包餐 带薪培训       5-10k  广州-番禺区           2   \n",
       " 6                           跨境电商运营        5-8k  广州-白云区           2   \n",
       " 7                        家庭收纳整理服务师       8-12k      广州           2   \n",
       " 8                            产品管理岗  15-25k·14薪  广州-天河区           2   \n",
       " 9                    餐厅管培生（运营管理方向）        5-6k  广州-天河区           2   \n",
       " 10        技术支持（蛋白质&代谢组）-广州(J12343)      10-15k  广州-越秀区           2   \n",
       " 11                动保配方师 (MJ002591)       9-15k  广州-番禺区           2   \n",
       " 12                         导航算法工程师      15-25k  广州-黄埔区           2   \n",
       " 13                          医药推广经理       7-10k  广州-天河区           2   \n",
       " 14                           声学工程师       8-16k  广州-海珠区           2   \n",
       " 15                      水环境模型研发工程师      10-20k      广州           2   \n",
       " 16                 噪声模型研发工程师（力学方向）      10-20k      广州           2   \n",
       " 17                            产品运营        5-8k      广州           2   \n",
       " 18                              销售       8-12k      广州           2   \n",
       " 19                          供应链管培生       8-10k  广州-天河区           2   \n",
       " 20          岗位3 市场经理-广州（政府与金融机构方向）      12-18k  广州-天河区           2   \n",
       " 21                            产品专员      10-15k  广州-白云区           2   \n",
       " 22                          医学联络经理  15-30k·14薪  广州-越秀区           2   \n",
       " 23                            产品助理        4-6k  广州-白云区           2   \n",
       " 24                      区域推广经理【疫苗】      20-30k  广州-越秀区           2   \n",
       " 25                            产品专员   7-12k·14薪  广州-海珠区           2   \n",
       " 26                   需求分析师（银行背景必须）      15-30k  广州-天河区           2   \n",
       " 27                     跨境电商德语/法语客服  10-12k·13薪  广州-越秀区           2   \n",
       " 28                            学术推广       6-10k  广州-越秀区           2   \n",
       " 29         (远程) Personal Assistant      12-15k      广州           2   \n",
       " 30                系统工程师 (MJ000089)  24-45k·13薪  广州-天河区           2   \n",
       " 31                        临床监查员CRA       8-15k  广州-越秀区           2   \n",
       " 32                      信息化运营服务工程师      15-30k  广州-天河区           2   \n",
       " 33              电商产品助理（寻源、产品开发、内贸）        5-7k  广州-番禺区           2   \n",
       " 34  Partnership Manager, Scentmate        薪资面议  广州-天河区           2   \n",
       " 35                            贷款专员     70-100k      广州           2   \n",
       " 36                          白班双休护士        4-8k      广州           2   \n",
       " 37          Project Manager - 财务系统      25-29k  广州-天河区           2   \n",
       " 38                            品牌运营       5-10k  广州-越秀区           2   \n",
       " 39                      数字化创新咨询实习生        3-6k  广州-越秀区           2   \n",
       " \n",
       "    job.refreshTime job.jobId job.requireWorkYears  ...    comp.compName  \\\n",
       " 0   20210113191107  35072503                 经验不限  ...   百度国际科技(深圳)有限公司   \n",
       " 1   20210313162329  37010105                 经验不限  ...             百度中国   \n",
       " 2   20210715105850  41078461                 经验不限  ...  百度(中国)有限公司广州分公司   \n",
       " 3   20210115191402  35144867                 经验不限  ...   百度国际科技(深圳)有限公司   \n",
       " 4   20221215103035  55089423                 经验不限  ...             嘉为科技   \n",
       " 5   20230423170526  58058995                 经验不限  ...   广州百道国际品牌管理有限公司   \n",
       " 6   20230413182001  57794385                 经验不限  ...       广州泰稳贸易有限公司   \n",
       " 7   20210908220512  43058741                 经验不限  ...     广州霖栩网络科技有限公司   \n",
       " 8   20221109174502  52751333                 经验不限  ...       中移信息技术有限公司   \n",
       " 9   20230322170226  50621987                 经验不限  ...  广州柒拾贰餐饮连锁管理有限公司   \n",
       " 10  20230506113739  58324605                 经验不限  ...             诺禾致源   \n",
       " 11  20221227155956  52925459                 经验不限  ...             海大集团   \n",
       " 12  20220818171445  43519815                 经验不限  ...     广州市优普计算机有限公司   \n",
       " 13  20200420120629  27582075                 经验不限  ...    健康元药业集团股份有限公司   \n",
       " 14  20230426175543  58167557                 经验不限  ...             旭诚科技   \n",
       " 15  20230426175418  49534783                 经验不限  ...             旭诚科技   \n",
       " 16  20230426175507  49534501                 经验不限  ...             旭诚科技   \n",
       " 17  20210411231231  38025617                 经验不限  ...    广州市臻柯网络科技有限公司   \n",
       " 18  20220513092635  49615065                 经验不限  ...    上海派森诺生物科技有限公司   \n",
       " 19  20221102113009  53534059                 一年以下  ...           德致商成集团   \n",
       " 20  20230509092131  53031125                 经验不限  ...    中诚信证评数据科技有限公司   \n",
       " 21  20230512103144  57388243                 经验不限  ...     雷拓(广东)科技有限公司   \n",
       " 22  20230508164710  53746267                 经验不限  ...             鹍远生物   \n",
       " 23  20230512103144  57387723                 经验不限  ...     雷拓(广东)科技有限公司   \n",
       " 24  20221210170148  55011323                 经验不限  ...       神州细胞工程有限公司   \n",
       " 25  20230504093913  58244561                 经验不限  ...      广州海葳特科技有限公司   \n",
       " 26  20230509142502  58077745                 经验不限  ...   上海华钦信息科技股份有限公司   \n",
       " 27  20230425112355  50948133                 经验不限  ...             维音中国   \n",
       " 28  20230511111357  50048015                 经验不限  ...  珠海市圣美基因检测科技有限公司   \n",
       " 29  20230512130152  56430171                 经验不限  ...     广州优服商务服务有限公司   \n",
       " 30  20230428212156  55640061                 经验不限  ...   武汉星煜领航管理咨询有限公司   \n",
       " 31  20230411151105  57388939                 经验不限  ...     江苏复星医药销售有限公司   \n",
       " 32  20220822095238  48925679                 经验不限  ...    中国电信股份有限公司研究院   \n",
       " 33  20230317092014  57051081                 经验不限  ...     广州策航电子科技有限公司   \n",
       " 34  20230510112042  57906075                 经验不限  ...            芬美意香料   \n",
       " 35  20190823165424  22791229                 经验不限  ...     广州君恒按揭服务有限公司   \n",
       " 36  20220822170937  33320187                 经验不限  ...       广州金鹏集团有限公司   \n",
       " 37  20230105093504  55328357                 经验不限  ...     Michael Page   \n",
       " 38  20221230164816  55281389                 经验不限  ...      广州市智荟环保有限公司   \n",
       " 39  20230426112929  57983271                 一年以下  ...     即能科技(广州)有限公司   \n",
       " \n",
       "     comp.compIndustry                                 comp.link  \\\n",
       " 0                 互联网   https://www.liepin.com/company/8860565/   \n",
       " 1                 互联网   https://www.liepin.com/company/5217866/   \n",
       " 2                 互联网   https://www.liepin.com/company/9358519/   \n",
       " 3                 互联网   https://www.liepin.com/company/8860565/   \n",
       " 4                IT服务   https://www.liepin.com/company/8635284/   \n",
       " 5              专业技术服务  https://www.liepin.com/company/13293223/   \n",
       " 6                 互联网   https://www.liepin.com/company/9535673/   \n",
       " 7              其他生活服务  https://www.liepin.com/company/12619073/   \n",
       " 8                IT服务   https://www.liepin.com/company/8385580/   \n",
       " 9               酒店/民宿   https://www.liepin.com/company/9324713/   \n",
       " 10               生物技术   https://www.liepin.com/company/7891086/   \n",
       " 11            农/林/牧/渔    https://www.liepin.com/company/854827/   \n",
       " 12               IT服务   https://www.liepin.com/company/9709554/   \n",
       " 13                 制药    https://www.liepin.com/company/664545/   \n",
       " 14               IT服务   https://www.liepin.com/company/8466811/   \n",
       " 15               IT服务   https://www.liepin.com/company/8466811/   \n",
       " 16               IT服务   https://www.liepin.com/company/8466811/   \n",
       " 17               电子商务  https://www.liepin.com/company/12660975/   \n",
       " 18               生物技术   https://www.liepin.com/company/7994768/   \n",
       " 19                互联网  https://www.liepin.com/company/12556077/   \n",
       " 20           基金/证券/期货  https://www.liepin.com/company/12249695/   \n",
       " 21        电子/半导体/集成电路  https://www.liepin.com/company/12966655/   \n",
       " 22                 制药   https://www.liepin.com/company/8691801/   \n",
       " 23        电子/半导体/集成电路  https://www.liepin.com/company/12966655/   \n",
       " 24                 制药   https://www.liepin.com/company/9316122/   \n",
       " 25               电子商务   https://www.liepin.com/company/9189185/   \n",
       " 26              计算机软件   https://www.liepin.com/company/8598051/   \n",
       " 27               通信设备   https://www.liepin.com/company/8035395/   \n",
       " 28              检测/认证  https://www.liepin.com/company/13030271/   \n",
       " 29                租赁业  https://www.liepin.com/company/10037589/   \n",
       " 30            其他商务服务业  https://www.liepin.com/company/13375887/   \n",
       " 31               医药流通  https://www.liepin.com/company/12174979/   \n",
       " 32           运营商/增值服务  https://www.liepin.com/company/12496689/   \n",
       " 33               电子商务  https://www.liepin.com/company/13333753/   \n",
       " 34           食品/饮料/酒水   https://www.liepin.com/company/7912419/   \n",
       " 35             专业技术服务  https://www.liepin.com/company/10169007/   \n",
       " 36            网络/信息安全   https://www.liepin.com/company/7999640/   \n",
       " 37             人力资源服务   https://www.liepin.com/company/1790705/   \n",
       " 38                 环保   https://www.liepin.com/company/9684496/   \n",
       " 39             专业技术服务   https://www.liepin.com/company/9283329/   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   a7c3b56606702f91e4cd5c055e1e05ce                    2   \n",
       " 1   b4589245f0683b74ac365a663ca833da                    2   \n",
       " 2   1fbd492b6281f87049201562afbb3ea1                    2   \n",
       " 3   a7c3b56606702f91e4cd5c055e1e05ce                    2   \n",
       " 4   c819e8883726ef7e8f669bb17ec3d8eb                    2   \n",
       " 5   9253c2c6048cb65b13f41eedf071201e                    2   \n",
       " 6   65119fda62e0a0c793e1abff31d45a23                    2   \n",
       " 7   7f827ffa7eb5b0799f90d580a60de996                    2   \n",
       " 8   be835ff0ef67057a4f20da7109aae001                    2   \n",
       " 9   223a40c7e305fc4b8929711dbddfb0c2                    2   \n",
       " 10  0fd23325ddf17e66f613adff368c4fcc                    2   \n",
       " 11  6f940db7aa4c0e072982e990dc084411                    2   \n",
       " 12  4f5fe069133f2fa10e33f8ac54fbf39e                    2   \n",
       " 13  cdd83069d7207e91dfb6df235db455f2                    2   \n",
       " 14  c5847aea1c23c31a05cd690f9a5023eb                    2   \n",
       " 15  c5847aea1c23c31a05cd690f9a5023eb                    2   \n",
       " 16  c5847aea1c23c31a05cd690f9a5023eb                    2   \n",
       " 17  45774f26a2369d2ef4067025f1d6ce6f                    2   \n",
       " 18  cfdbfedb37575f44835da8f121f93219                    2   \n",
       " 19  f2786b632b3798d0e613caf6959a29cf                    2   \n",
       " 20  575ee20a60cc01c699eeb040770b0b48                    2   \n",
       " 21  21ed6c2d3dc2b74d6e0c7d8946192156                    2   \n",
       " 22  52a201f98ed7eaf441e5bcee76e8c167                    2   \n",
       " 23  ac394055cabefefeacd19bcabb3b6f15                    2   \n",
       " 24  180468a8af29d05779ae91754c7568f0                    2   \n",
       " 25  e78faa42d38362a203ccd2778568248c                    2   \n",
       " 26  25b295f2653ba40ad33cecc9f6c3eef4                    2   \n",
       " 27  ed80c969fd923961d3a0457e92ea9bdb                    2   \n",
       " 28  189c1070d883e3f91706e81b284fe569                    2   \n",
       " 29  d1734d73e142444e59a7d64ad9817c9f                    2   \n",
       " 30  5798f25e82bbb657eb6a758dd3c4fa9c                    2   \n",
       " 31  2bb31b220c2abb9704612e645251413c                    2   \n",
       " 32  f8142d7c1b250f1b8b0ca3877d009dea                    2   \n",
       " 33  0da2ee1bf57014a8a6e50417f0b1bce0                    2   \n",
       " 34  a40ebef393dc91ef6042c177f0a1d2b1                    2   \n",
       " 35  63a0cbf3838f24908b0ca3877d009dea                    2   \n",
       " 36  04b5f262b9bc88615d887c62117912b0                    2   \n",
       " 37  bdfda2d4c2083da4d1ea97c874ac4d62                    2   \n",
       " 38  618fbfa5cbc2fa6899eeb040770b0b48                    2   \n",
       " 39  edbe6a7c4ed9d6e5aaa70b13e477f173                    2   \n",
       " \n",
       "    recruiter.recruiterName                 recruiter.recruiterTitle  \\\n",
       " 0                      赵女士                                   高级销售经理   \n",
       " 1                      李先生                                   顾问销售经理   \n",
       " 2                      张先生                                  销售经理/主管   \n",
       " 3                      赵女士                                   高级销售经理   \n",
       " 4                      黎先生                                       HR   \n",
       " 5                      温女士                                   人事行政专员   \n",
       " 6                      杨女士                                       hr   \n",
       " 7                      朱女士                                       HR   \n",
       " 8                      黎女士                                     产品总监   \n",
       " 9                      王女士                                     HR经理   \n",
       " 10                     郭女士                                     招聘专员   \n",
       " 11                     程女士                                     招聘经理   \n",
       " 12                     植女士                                            \n",
       " 13                     郑女士                                     销售助理   \n",
       " 14                     李女士                                            \n",
       " 15                     李女士                                            \n",
       " 16                     李女士                                            \n",
       " 17                     黄先生                                      总经理   \n",
       " 18                     陈先生                                     区域经理   \n",
       " 19                     吴女士                                     人事主管   \n",
       " 20                     杜女士                                     人事经理   \n",
       " 21                     谢女士                                       HR   \n",
       " 22                     张女士                                     人事经理   \n",
       " 23                     李女士                                人力资源专员/助理   \n",
       " 24                     刘女士                                       HR   \n",
       " 25                     许女士                                       HR   \n",
       " 26                     毕女士                                   高级招聘经理   \n",
       " 27                     罗女士                                     招聘经理   \n",
       " 28                     傅先生                                    部门负责人   \n",
       " 29                     陈先生                                            \n",
       " 30                     黄女士                                       HR   \n",
       " 31                     林女士                       Talent Acquisition   \n",
       " 32                     孙女士                                            \n",
       " 33                     许女士                                     招聘主管   \n",
       " 34                     周女士  Senior HR Manager- Recruitment&Projects   \n",
       " 35                     何女士                                     人事专员   \n",
       " 36                     付女士                                     部门经理   \n",
       " 37                     何女士                                     资深顾问   \n",
       " 38                     谢女士                                       总监   \n",
       " 39               Keli Tang                                     HRBP   \n",
       " \n",
       "     recruiter.chatted         recruiter.recruiterPhoto  \\\n",
       " 0               False  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 1               False  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 2               False  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 3               False  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 4               False  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 5               False  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 6               False  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 7               False  60f13dc1b6412e470d35a0c401u.png   \n",
       " 8               False  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 9               False  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 10              False  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 11              False  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 12              False  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 13              False  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 14              False  5549d80e0cf2995a4d53931b01a.jpg   \n",
       " 15              False  5549d80e0cf2995a4d53931b01a.jpg   \n",
       " 16              False  5549d80e0cf2995a4d53931b01a.jpg   \n",
       " 17              False  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 18              False  627d9a237db22b4961a5b5b801u.png   \n",
       " 19              False  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 20              False  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 21              False  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 22              False  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 23              False  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 24              False  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 25              False  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 26              False  60bf552f67e264571609419606u.png   \n",
       " 27              False  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 28              False  5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 29              False  5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 30              False  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 31              False  62922ed7c5b93848b89e0daf04u.png   \n",
       " 32              False  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 33              False  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 34              False  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 35              False  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 36              False  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 37              False  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 38              False  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 39              False  5f8f9865ea60860b75384fa508u.jpg   \n",
       " \n",
       "                recruiter.recruiterId  \n",
       " 0   3789b2e4fbf5d2f8f19e0ad6a98742b4  \n",
       " 1   511b8b533c17f6fc6ae9589b4c5583b0  \n",
       " 2   2d851293dae60e569a85d64326a2b1f6  \n",
       " 3   3789b2e4fbf5d2f8f19e0ad6a98742b4  \n",
       " 4   5101bdeab7487e5c1d0a1fdec36fba93  \n",
       " 5   36d339cfb093b49035f2c160ee023f19  \n",
       " 6   2b7fa912c4bbb45a1fee4cc2569503b3  \n",
       " 7   507b86d4c37968e11eca0664951f945a  \n",
       " 8   6d6cf4448fc46eaa542e4058bd6969bf  \n",
       " 9   62905f461783a5f54b008cf88a1d2227  \n",
       " 10  08777a74676f61f45b6bc392c4f75ae7  \n",
       " 11  7dbddf00c75d2d9b7daa38ad8fec20cf  \n",
       " 12  e78009e289fe3ed52abd07d95ccecade  \n",
       " 13  e2f39812500033947bedf177d67660dd  \n",
       " 14  ace89497d02cfc2b95233d81e46c8fb7  \n",
       " 15  ace89497d02cfc2b95233d81e46c8fb7  \n",
       " 16  ace89497d02cfc2b95233d81e46c8fb7  \n",
       " 17  13e90c6890954fdb4e4ce9876555343f  \n",
       " 18  a9535901cf5b2b826cb35476c444929f  \n",
       " 19  f73e6c4f154fd2ab647c8190ea0ac544  \n",
       " 20  f584cb6d23afe639df5d1104259a4bc1  \n",
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       " 23  5c12a799cda9ee2c8d9d7dde4f3124f6  \n",
       " 24  f18f9fcc89f80af408a44a01e1de81ce  \n",
       " 25  2590c7b71cfc295d3c167deeea9c2087  \n",
       " 26  25dd1a6121f62dfc784a3fc10a1db2d8  \n",
       " 27  a7dc758b1aa73647c1c6d78facd5843a  \n",
       " 28  90bf50e48f67d5a653e2faa17dbc6ea8  \n",
       " 29  a91dff450521099f7070b986da81c019  \n",
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       " 32  ef415efbca39beec8e92c93203205a5a  \n",
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       " 34  96a0b5d1ce98b2888dffa9850944c9dc  \n",
       " 35  3945b0fe7e6e10e4579ebac242acf550  \n",
       " 36  f4af83027bc441865b9ba87e099c45ba  \n",
       " 37  c4df4095308c2d034ed270e33d433616  \n",
       " 38  5b07acbc8525f7568623435c566d4d16  \n",
       " 39  8d90c26ed477481c5bfe988e1b72f121  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 2   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 3   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 4   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 5   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 11  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 12  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 14  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"recruiterName\":\"许先生\",\"jobId\":\"57254191\",\"imI...   \n",
       " 1   {\"recruiterName\":\"程女士\",\"jobId\":\"53617311\",\"imI...   \n",
       " 2   {\"recruiterName\":\"陈先生\",\"jobId\":\"58226155\",\"imI...   \n",
       " 3   {\"recruiterName\":\"朱女士\",\"jobId\":\"55458857\",\"imI...   \n",
       " 4   {\"recruiterName\":\"丘女士\",\"jobId\":\"50288961\",\"imI...   \n",
       " 5   {\"recruiterName\":\"王女士\",\"jobId\":\"25819245\",\"imI...   \n",
       " 6   {\"recruiterName\":\"娄女士\",\"jobId\":\"47979427\",\"imI...   \n",
       " 7   {\"recruiterName\":\"温女士\",\"jobId\":\"54859459\",\"imI...   \n",
       " 8   {\"recruiterName\":\"谢先生\",\"jobId\":\"50854411\",\"imI...   \n",
       " 9   {\"recruiterName\":\"范先生\",\"jobId\":\"56349611\",\"imI...   \n",
       " 10  {\"recruiterName\":\"黄女士\",\"jobId\":\"54921891\",\"imI...   \n",
       " 11  {\"recruiterName\":\"谢女士\",\"jobId\":\"55281319\",\"imI...   \n",
       " 12  {\"recruiterName\":\"张女士\",\"jobId\":\"53271969\",\"imI...   \n",
       " 13  {\"recruiterName\":\"陈女士\",\"jobId\":\"58332993\",\"imI...   \n",
       " 14  {\"recruiterName\":\"乔女士\",\"jobId\":\"55228665\",\"imI...   \n",
       " 15  {\"recruiterName\":\"姚女士\",\"jobId\":\"52528349\",\"imI...   \n",
       " 16  {\"recruiterName\":\"张先生\",\"jobId\":\"52181347\",\"imI...   \n",
       " 17  {\"recruiterName\":\"项女士\",\"jobId\":\"58112833\",\"imI...   \n",
       " 18  {\"recruiterName\":\"蒙女士\",\"jobId\":\"56297107\",\"imI...   \n",
       " 19  {\"recruiterName\":\"吉女士\",\"jobId\":\"44368849\",\"imI...   \n",
       " 20  {\"recruiterName\":\"王女士\",\"jobId\":\"50194377\",\"imI...   \n",
       " 21  {\"recruiterName\":\"黄先生\",\"jobId\":\"58369745\",\"imI...   \n",
       " 22  {\"recruiterName\":\"黄女士\",\"jobId\":\"56387873\",\"imI...   \n",
       " 23  {\"recruiterName\":\"肖先生\",\"jobId\":\"58156547\",\"imI...   \n",
       " 24  {\"recruiterName\":\"谢女士\",\"jobId\":\"57729101\",\"imI...   \n",
       " 25  {\"recruiterName\":\"范先生\",\"jobId\":\"56349579\",\"imI...   \n",
       " 26  {\"recruiterName\":\"周女士\",\"jobId\":\"48697241\",\"imI...   \n",
       " 27  {\"recruiterName\":\"吴女士\",\"jobId\":\"57092053\",\"imI...   \n",
       " 28  {\"recruiterName\":\"王先生\",\"jobId\":\"51546215\",\"imI...   \n",
       " 29  {\"recruiterName\":\"刘女士\",\"jobId\":\"47576171\",\"imI...   \n",
       " 30  {\"recruiterName\":\"鱼女士\",\"jobId\":\"51148521\",\"imI...   \n",
       " 31  {\"recruiterName\":\"黄先生\",\"jobId\":\"51249989\",\"imI...   \n",
       " 32  {\"recruiterName\":\"王女士\",\"jobId\":\"50532497\",\"imI...   \n",
       " 33  {\"recruiterName\":\"杨女士\",\"jobId\":\"51605015\",\"imI...   \n",
       " 34  {\"recruiterName\":\"陈先生\",\"jobId\":\"55002729\",\"imI...   \n",
       " 35  {\"recruiterName\":\"夏女士\",\"jobId\":\"50053755\",\"imI...   \n",
       " 36  {\"recruiterName\":\"赵女士\",\"jobId\":\"49771199\",\"imI...   \n",
       " 37  {\"recruiterName\":\"曾先生\",\"jobId\":\"39556741\",\"imI...   \n",
       " 38  {\"recruiterName\":\"林女士\",\"jobId\":\"28341389\",\"imI...   \n",
       " 39  {\"recruiterName\":\"罗先生\",\"jobId\":\"49577551\",\"imI...   \n",
       " \n",
       "                                            job.labels job.refreshTime  \\\n",
       " 0                                                  []  20230324092032   \n",
       " 1                    [临床试验, 生物药, 医疗器械试验, 伦理审查, 受试者管理]  20230512105819   \n",
       " 2                                                  []  20230428203756   \n",
       " 3                                                  []  20230509112423   \n",
       " 4        [电力, 新能源, 产品设计, 电力市场, 电力行业, 电力系统, 电网企业, 碳中和]  20221130102247   \n",
       " 5                                               [制造业]  20221223153812   \n",
       " 6                                  [科研院校, 制药企业, CE认证]  20230217104653   \n",
       " 7   [健康管理, 养生保健, 饮食保健, 健康咨询, 健康保健, 儿童, 老年人, 术后病人, ...  20221222094024   \n",
       " 8                                    [航电系统设计, 导航系统设计]  20230313143757   \n",
       " 9                                                  []  20230222103016   \n",
       " 10                        [手游, 资深游戏玩家, 数据分析能力, ios过包]  20230506193005   \n",
       " 11                   [行政助理, 销售管理, 市场营销管理, 合同管理, 活动执行]  20221230164555   \n",
       " 12             [IT互联网, 产品设计, 用户研究, 原型设计, 小程序产品, 需求分析]  20230113112330   \n",
       " 13                                                 []  20230506150630   \n",
       " 14                                                 []  20230505110103   \n",
       " 15                                        [学术类, 医药学术]  20230510171012   \n",
       " 16                           [医药产品, 医药行业, 医疗器械, 手术器械]  20230511100813   \n",
       " 17                                         [建材, 团队管理]  20230512091733   \n",
       " 18                                     [金融产品销售, 数据分析]  20230221101018   \n",
       " 19                                        [视觉设计, 制造业]  20230322175820   \n",
       " 20                                                 []  20220607163401   \n",
       " 21                                    [学术类, 学术推广, 博士]  20230508144433   \n",
       " 22                       [物流快递, 交通/运输/物流, 产品优化, 产品设计]  20230222201249   \n",
       " 23                                  [需求挖掘, BIM, 软件开发]  20230426144908   \n",
       " 24                         [学术推广, 创新医疗器械, 临床拜访, 学术培训]  20230512102114   \n",
       " 25                                                 []  20230509152027   \n",
       " 26                                                 []  20230129165042   \n",
       " 27                      [学术经理, 配合大区经理工作, 配合市场部工作, 出差]  20230319204749   \n",
       " 28                                                 []  20221114195458   \n",
       " 29                             [通信, 电子, 技术支持, 售前, 售后]  20230512090208   \n",
       " 30             [IT互联网, 产品设计, 小程序产品, 用户研究, 原型设计, 需求分析]  20220715111813   \n",
       " 31                                                 []  20220914095325   \n",
       " 32                                                 []  20220815153107   \n",
       " 33                                                 []  20230505112842   \n",
       " 34                                                 []  20221209172109   \n",
       " 35                               [新能源汽车, to B, 汽车零部件]  20220531165944   \n",
       " 36                                                 []  20220519105946   \n",
       " 37                                             [金融产品]  20210527095606   \n",
       " 38                                       [保险行业, 用户研究]  20200517111614   \n",
       " 39  [大数据领域, 架构设计, LabVIEW, Golang, Java, Python, C++]  20220512004630   \n",
       " \n",
       "                    job.title  job.salary  job.dq job.jobId  job.topJob  \\\n",
       " 0                产品开发（彩妆+双休）       8-10k  广州-天河区  57254191       False   \n",
       " 1                       临床专员       5-10k  广州-越秀区  53617311       False   \n",
       " 2                   全国CS渠道总监       8-13k      广州  58226155       False   \n",
       " 3                       产品专员      10-15k  广州-天河区  55458857       False   \n",
       " 4                智能电力系统产品研究员      10-20k  广州-天河区  50288961       False   \n",
       " 5                       商务经理      15-25k      广州  25819245       False   \n",
       " 6      临床监查员管培生(CRA Trainee)       9-10k      广州  47979427       False   \n",
       " 7                      健康管理师       8-13k  广州-黄埔区  54859459       False   \n",
       " 8                    飞机航电工程师      10-20k  广州-白云区  50854411       False   \n",
       " 9                     资深营销经理      15-40k      广州  56349611       False   \n",
       " 10                      技术运营   8-13k·13薪  广州-海珠区  54921891       False   \n",
       " 11                 行政助理兼销售管理       5-10k  广州-越秀区  55281319       False   \n",
       " 12                      产品专员      11-20k  广州-黄埔区  53271969       False   \n",
       " 13              风控监测分析专员（远程）    4-9k·15薪  广州-越秀区  58332993       False   \n",
       " 14             Offer Manager        薪资面议  广州-番禺区  55228665       False   \n",
       " 15                    学术推广专员       8-13k  广州-越秀区  52528349       False   \n",
       " 16                    医药学术专员      10-15k      广州  52181347       False   \n",
       " 17                产品专员（涂料产品）       5-10k  广州-海珠区  58112833       False   \n",
       " 18                    金融研发助理        4-9k  广州-天河区  56297107       False   \n",
       " 19                     平面设计师       7-10k      广州  44368849       False   \n",
       " 20     玛氏箭牌永和工厂-生产技术员（冰淇淋产线）        5-7k  广州-黄埔区  50194377       False   \n",
       " 21        学术推广博士（广州）(J10866)  18-35k·13薪  广州-黄埔区  58369745       False   \n",
       " 22      *系统流程分析专家 (MJ007426)      26-35k  广州-番禺区  56387873       False   \n",
       " 23              BIM研究员（博士专项）  20-40k·15薪  广州-天河区  58156547       False   \n",
       " 24                      学术专员   7-10k·13薪  广州-南沙区  57729101       False   \n",
       " 25                    高级营销经理      15-40k      广州  56349579       False   \n",
       " 26                项目经理G00534       8-12k  广州-越秀区  48697241       False   \n",
       " 27                     南区RPM       9-12k  广州-越秀区  57092053       False   \n",
       " 28                    彩妆产品开发      10-20k  广州-番禺区  51546215       False   \n",
       " 29                     产品工程师   6-10k·14薪  广州-黄埔区  47576171       False   \n",
       " 30                      产品策划   9-27k·13薪      广州  51148521       False   \n",
       " 31       数据分析运营岗（财富管理与电子商务部）        薪资面议  广州-天河区  51249989       False   \n",
       " 32              项目经理(不良资产管理)        5-6k  广州-海珠区  50532497       False   \n",
       " 33  管培生（本科985/211）（产品方向）（包2餐        6-7k  广州-白云区  51605015       False   \n",
       " 34                      信贷经理  15-25k·13薪  广州-海珠区  55002729       False   \n",
       " 35          销售经理(新能源汽车五金零部件)      11-15k      广州  50053755       False   \n",
       " 36        MCS P2P Specialist        7-8k  广州-天河区  49771199       False   \n",
       " 37    汽车金融专员（周末固定双休+高提成1.5%）       8-13k      广州  39556741       False   \n",
       " 38         Financial Planner       6-10k      广州  28341389       False   \n",
       " 39             golang后端开发工程师  25-45k·16薪  广州-海珠区  49577551       False   \n",
       " \n",
       "    job.jobKind  ...                                 comp.link  \\\n",
       " 0            2  ...  https://www.liepin.com/company/12900559/   \n",
       " 1            2  ...   https://www.liepin.com/company/9198797/   \n",
       " 2            2  ...   https://www.liepin.com/company/8299721/   \n",
       " 3            2  ...   https://www.liepin.com/company/8759639/   \n",
       " 4            2  ...   https://www.liepin.com/company/9151767/   \n",
       " 5            2  ...   https://www.liepin.com/company/7107054/   \n",
       " 6            2  ...   https://www.liepin.com/company/9208246/   \n",
       " 7            2  ...  https://www.liepin.com/company/13370079/   \n",
       " 8            2  ...  https://www.liepin.com/company/13197139/   \n",
       " 9            2  ...  https://www.liepin.com/company/12322507/   \n",
       " 10           2  ...   https://www.liepin.com/company/8166526/   \n",
       " 11           2  ...   https://www.liepin.com/company/9684496/   \n",
       " 12           2  ...   https://www.liepin.com/company/9386110/   \n",
       " 13           2  ...  https://www.liepin.com/company/12899647/   \n",
       " 14           2  ...   https://www.liepin.com/company/2547498/   \n",
       " 15           2  ...   https://www.liepin.com/company/8025880/   \n",
       " 16           2  ...  https://www.liepin.com/company/13250839/   \n",
       " 17           2  ...   https://www.liepin.com/company/9326908/   \n",
       " 18           2  ...  https://www.liepin.com/company/12732131/   \n",
       " 19           2  ...   https://www.liepin.com/company/9490411/   \n",
       " 20           2  ...   https://www.liepin.com/company/8641622/   \n",
       " 21           2  ...   https://www.liepin.com/company/8086509/   \n",
       " 22           2  ...   https://www.liepin.com/company/8706847/   \n",
       " 23           2  ...   https://www.liepin.com/company/1070270/   \n",
       " 24           2  ...   https://www.liepin.com/company/8198487/   \n",
       " 25           2  ...  https://www.liepin.com/company/12322507/   \n",
       " 26           2  ...   https://www.liepin.com/company/7912081/   \n",
       " 27           2  ...   https://www.liepin.com/company/8646848/   \n",
       " 28           2  ...   https://www.liepin.com/company/8706847/   \n",
       " 29           2  ...    https://www.liepin.com/company/941676/   \n",
       " 30           2  ...   https://www.liepin.com/company/8142995/   \n",
       " 31           2  ...   https://www.liepin.com/company/7636489/   \n",
       " 32           2  ...  https://www.liepin.com/company/13153703/   \n",
       " 33           2  ...   https://www.liepin.com/company/9210474/   \n",
       " 34           2  ...   https://www.liepin.com/company/8866590/   \n",
       " 35           2  ...  https://www.liepin.com/company/12685115/   \n",
       " 36           2  ...   https://www.liepin.com/company/8641622/   \n",
       " 37           2  ...  https://www.liepin.com/company/12666197/   \n",
       " 38           2  ...   https://www.liepin.com/company/8112581/   \n",
       " 39           2  ...   https://www.liepin.com/company/9848411/   \n",
       " \n",
       "    comp.compIndustry comp.compScale recruiter.recruiterName  \\\n",
       " 0               电子商务       100-499人                     许先生   \n",
       " 1               生物技术       100-499人                     程女士   \n",
       " 2                互联网         50-99人                     陈先生   \n",
       " 3                 制药       500-999人                     朱女士   \n",
       " 4                互联网       100-499人                     丘女士   \n",
       " 5                 制药       100-499人                     王女士   \n",
       " 6               生物技术       500-999人                     娄女士   \n",
       " 7               医疗机构       100-499人                     温女士   \n",
       " 8             专业技术服务          1-49人                     谢先生   \n",
       " 9           基金/证券/期货          1-49人                     范先生   \n",
       " 10                游戏       500-999人                     黄女士   \n",
       " 11                环保          1-49人                     谢女士   \n",
       " 12               互联网     2000-5000人                     张女士   \n",
       " 13               互联网       100-499人                     陈女士   \n",
       " 14       电力/热力/燃气/水务       10000人以上                     乔女士   \n",
       " 15              医药流通       100-499人                     姚女士   \n",
       " 16              医药流通       100-499人                     张先生   \n",
       " 17              医疗器械          1-49人                     项女士   \n",
       " 18            专业技术服务         50-99人                     蒙女士   \n",
       " 19          广告/公关/会展         50-99人                     吉女士   \n",
       " 20          食品/饮料/酒水       10000人以上                     王女士   \n",
       " 21                制药     2000-5000人                     黄先生   \n",
       " 22               互联网    5000-10000人                     黄女士   \n",
       " 23             计算机软件     1000-2000人                     肖先生   \n",
       " 24              医疗器械         50-99人                     谢女士   \n",
       " 25          基金/证券/期货          1-49人                     范先生   \n",
       " 26             计算机软件       500-999人                     周女士   \n",
       " 27                制药       10000人以上                     吴女士   \n",
       " 28               互联网    5000-10000人                     王先生   \n",
       " 29              通信设备    5000-10000人                     刘女士   \n",
       " 30               互联网     2000-5000人                     鱼女士   \n",
       " 31          基金/证券/期货       500-999人                     黄先生   \n",
       " 32          基金/证券/期货          1-49人                     王女士   \n",
       " 33                日化       500-999人                     杨女士   \n",
       " 34                银行     1000-2000人                     陈先生   \n",
       " 35            贸易/进出口                                    夏女士   \n",
       " 36          食品/饮料/酒水       10000人以上                     赵女士   \n",
       " 37                银行         50-99人                     曾先生   \n",
       " 38                银行    5000-10000人                     林女士   \n",
       " 39          广告/公关/会展     1000-2000人                     罗先生   \n",
       " \n",
       "       recruiter.recruiterTitle                    recruiter.imId  \\\n",
       " 0                         HRBP  b25fcec3fee32c108d946a46ea6f110f   \n",
       " 1                           HR  2d1b4e2f6f3ae9174036597854bcf58c   \n",
       " 2              首席执行官CEO/总裁/总经理  9acac9b9f7bb0b4eeb75d3f48ca9a0eb   \n",
       " 3                         招聘专员  86ff798483610fba902e451fd4b3c85e   \n",
       " 4                         HRBP  4bd41c6f62e7453d98982ae5f1faf374   \n",
       " 5                           HR  33800886d29883ac78f5885b11a76839   \n",
       " 6   Talent Acquisition Partner  1147417504156b4632cba902952d1d84   \n",
       " 7                           经理  ce62c47a9ae35d5e93e1abff31d45a23   \n",
       " 8                          总经理  f547a6fb8125c60bc6ad1568e455f51a   \n",
       " 9                       人力资源总监  1f47205dfe869e16ee7b65a82243fe9b   \n",
       " 10                        哈哈哈哈  e1edde4c4346dc4af73b70b4b92bfcab   \n",
       " 11                          总监  618fbfa5cbc2fa6899eeb040770b0b48   \n",
       " 12                        HRBP  9a7025a0b47e8c4a950317a6aa64cbbc   \n",
       " 13                          招聘  a17469d2e006525b8c7fd219ac0bcf9b   \n",
       " 14           Senior TA Partner  979153b1789f0cea3417a188cf69ded9   \n",
       " 15                          HR  9ea7ab41c730a846eb9081834c58cfff   \n",
       " 16                        人事经理  9ea7ab41c730a846c11b56b08ecdb770   \n",
       " 17                          HR  ffffed781a047fecbd1f3cfaeaaa47e3   \n",
       " 18                          经理  8ae03e4f9c04ae8b6ee1c099e8f099da   \n",
       " 19                              39bc87c38a7fb0706dadb487287a091a   \n",
       " 20                        猎头顾问  28c3b3f9c5a56d489f71bc73f10cbe5b   \n",
       " 21                        招聘主管  471c6922ba9626e69add05084bd83d36   \n",
       " 22                          HR  1e769ba9e63d9bf35347fc59a89f891b   \n",
       " 23                          HR  0e4c4ea6ad33698239b0f73958abfecd   \n",
       " 24                         招聘者  64b9e61285dd85dec9cfe5b3cd09b3d2   \n",
       " 25                      人力资源总监  1f47205dfe869e16ee7b65a82243fe9b   \n",
       " 26                              34f1760caac98a2e4a7a04e7d95591ea   \n",
       " 27                        HRBP  e5dff0a0df55332a72bb60d29c324b6a   \n",
       " 28                   hrbp（偏招聘）  e524a04bde5712cecefc0e440455247a   \n",
       " 29                        HRBP  fcaf2a3d6c9cfb5745913e3a4abf94f3   \n",
       " 30                        HRBP  43f424801bc4ffbfdfb6df235db455f2   \n",
       " 31                       人力资源岗  9a7e71f64175b17f24eff958a002fd93   \n",
       " 32                          hr  6f8e508659f1a787ff5aa8e531f3e699   \n",
       " 33                      人事招聘主管  266a2614698167b6f72c2cb241b5d2db   \n",
       " 34                          主管  c5946c993626f677d59fbf97e980a99c   \n",
       " 35                  分公司/代表处负责人  15a2202c438e55e0160b5b344d4ef7b6   \n",
       " 36                     招聘经理/主管  01a23143cf30b41e9ccf3dc45f6d7696   \n",
       " 37                   联合创始人/COO  e8f9062ad6476469c1bd2b3e9fec8144   \n",
       " 38                              109f038e63ea2f7bf73b70b4b92bfcab   \n",
       " 39                     后端开发工程师  f4cac609cb6702c88f669bb17ec3d8eb   \n",
       " \n",
       "     recruiter.imUserType  recruiter.chatted             recruiter.recruiterId  \\\n",
       " 0                      2              False  827206b3938f75ba5dbd9f4172f1d25c   \n",
       " 1                      2              False  bdc79cddfac3fc1fd5bcb197a636b1e1   \n",
       " 2                      2              False  5281959a6e6af6b2872ca6574eb8c728   \n",
       " 3                      2              False  f81bf0e70bafb542076e92dcc578ecf4   \n",
       " 4                      2              False  66ef461767c02fc412bac4f1f4bf33e1   \n",
       " 5                      2              False  0caf3ddd18003fe6b05b3408818daf26   \n",
       " 6                      2              False  66e4c9452dc9b1fe44d8703631a48b43   \n",
       " 7                      2              False  0918754def400197d2003f6eb868c8a1   \n",
       " 8                      2              False  84e97abbfb385624ced1d889da58fa3f   \n",
       " 9                      2              False  9ba47e9cb781604871dc722f3e2cde0f   \n",
       " 10                     2              False  9abf382198a66f45436807ff12c3f23b   \n",
       " 11                     2              False  5b07acbc8525f7568623435c566d4d16   \n",
       " 12                     2              False  d4ffa214246f04c63241ba6dc4ccfb14   \n",
       " 13                     2              False  30e353076b8e52c5f17bf902c150e870   \n",
       " 14                     2              False  7a577f5fbd4b9cc20c530d547b78c790   \n",
       " 15                     2              False  a16c9902bfbf5caf9c190e943816f370   \n",
       " 16                     2              False  cc8ebef05394514093d0e136d316e603   \n",
       " 17                     2              False  4056933153863ff56c55463f8c89b1b0   \n",
       " 18                     2              False  047285f7b2a6137ced657d180981f8b0   \n",
       " 19                     2              False  1162d472cc457a7c88df757028aa0950   \n",
       " 20                     2              False  2b351bcece5e131c1f192be7b8dee0c6   \n",
       " 21                     2              False  c28ebf14c5b24131779596e37930ee68   \n",
       " 22                     2              False  efe27cb8a3361b00b27c1e2879455f9c   \n",
       " 23                     2              False  83c233ff12ffd84271542989b6d9ba22   \n",
       " 24                     2              False  2daedf235149da49f9c15f83e5f654cf   \n",
       " 25                     2              False  9ba47e9cb781604871dc722f3e2cde0f   \n",
       " 26                     2              False  8cf1ab73464cc1930dafb036d67aa480   \n",
       " 27                     2              False  a4360752917072ed1c1aebf2721e1937   \n",
       " 28                     2              False  207483ddc5a8c09f854cc43fa0dacdee   \n",
       " 29                     2              False  e2ca576f13975533249ee0d7636d80e6   \n",
       " 30                     2              False  0f7fa456de121284cc7473875c95e16b   \n",
       " 31                     2              False  e76fd980bfe0f6e3218208e6665c3edd   \n",
       " 32                     2              False  d8b4e295819ec0d2a010ebc2dd1c09aa   \n",
       " 33                     2              False  b1448bb7f9acb5657c8d5908cfe02b99   \n",
       " 34                     2              False  080e3ce26a0c973e53beaffc011b1d98   \n",
       " 35                     2              False  b801d60db23ac1c8960bfe7103fbfe3b   \n",
       " 36                     2              False  812869dfa2308c83ef02177fa9843779   \n",
       " 37                     2              False  22eedc62e6eb8904ef12a42c8cf4b429   \n",
       " 38                     2              False  deeb7e59c27c2ceec1bf3eabdb80e6cf   \n",
       " 39                     2              False  43319e7d6563880c96ea8588bafa7c35   \n",
       " \n",
       "            recruiter.recruiterPhoto  \n",
       " 0   5f8f98698dbe6273dcf8516008u.jpg  \n",
       " 1   5f8f9865ea60860b75384fa508u.jpg  \n",
       " 2   644ba3a5d32fd23e7617ebd506u.png  \n",
       " 3   5f8f9865ea60860b75384fa508u.jpg  \n",
       " 4   5f8f9863f6d1ab58476f246a08u.jpg  \n",
       " 5   54d1e783712eb4f6b84c5de401a.jpg  \n",
       " 6   5f8f9865ea60860b75384fa508u.jpg  \n",
       " 7   5f8f986779c7cc70efbf36c008u.jpg  \n",
       " 8   62c3ee20544cef5dfb62a79807u.png  \n",
       " 9   5f8f986aea60860b75384fab08u.jpg  \n",
       " 10  5f8f9865ea60860b75384fa508u.jpg  \n",
       " 11  5f8f9863f6d1ab58476f246a08u.jpg  \n",
       " 12  5f8f9865ea60860b75384fa508u.jpg  \n",
       " 13  63d4eaae058b052eea06d4c702u.png  \n",
       " 14  5f8f9863f6d1ab58476f246a08u.jpg  \n",
       " 15  56e2882c45ce40c53b9ec91104a.jpg  \n",
       " 16  5f8f986bdfb13a7dee342f2108u.jpg  \n",
       " 17  5f8f9865ea60860b75384fa508u.jpg  \n",
       " 18  63f398405f29d64fed69b8b802u.png  \n",
       " 19  5f8f9865ea60860b75384fa508u.jpg  \n",
       " 20  5f8f9866dfb13a7dee342f1808u.jpg  \n",
       " 21  5f8f986aea60860b75384fab08u.jpg  \n",
       " 22  5f8f986779c7cc70efbf36c008u.jpg  \n",
       " 23  5f8f986c79c7cc70efbf36c808u.jpg  \n",
       " 24  5f8f98648dbe6273dcf8515508u.jpg  \n",
       " 25  5f8f986aea60860b75384fab08u.jpg  \n",
       " 26  5f8f98648dbe6273dcf8515508u.jpg  \n",
       " 27  5f8f9866dfb13a7dee342f1808u.jpg  \n",
       " 28  5f8f986c79c7cc70efbf36c808u.jpg  \n",
       " 29  5f8f98648dbe6273dcf8515508u.jpg  \n",
       " 30  5f8f986779c7cc70efbf36c008u.jpg  \n",
       " 31  5f8f986c79c7cc70efbf36c808u.jpg  \n",
       " 32  5f8f9865ea60860b75384fa508u.jpg  \n",
       " 33  62e2385a65afcc5f72881a3804u.jpg  \n",
       " 34  62e8a64233afd72435fe361e01u.png  \n",
       " 35  607316ee0bbd4a71d218e3ca04u.png  \n",
       " 36  5f8f9863f6d1ab58476f246a08u.jpg  \n",
       " 37  608977e6919e256bc8d763ad07u.png  \n",
       " 38  5f8f9865ea60860b75384fa508u.jpg  \n",
       " 39  5f8f986bdfb13a7dee342f2108u.jpg  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 1   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 2   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 3   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 4   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 5   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 6   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 7   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 8   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 9   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 10  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 11  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 12  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 13  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 14  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 15  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 16  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 17  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 18  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 19  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 20  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 21  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 22  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 23  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 24  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 25  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 26  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 27  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 28  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 29  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 30  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 31  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 32  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 33  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 34  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 35  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 36  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 37  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 38  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 39  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobKind\":\"2\",\"imId\":\"cb16bb5cd08863e59f15f22...   \n",
       " 1   {\"jobKind\":\"2\",\"imId\":\"0422c81d4de1ae541706e81...   \n",
       " 2   {\"jobKind\":\"2\",\"imId\":\"f07d0039bf4557fc1837546...   \n",
       " 3   {\"jobKind\":\"2\",\"imId\":\"22bc8b7279256ce3e358a4d...   \n",
       " 4   {\"jobKind\":\"2\",\"imId\":\"521280a7d6ca9250062c1b1...   \n",
       " 5   {\"jobKind\":\"2\",\"imId\":\"d3b6789e745498ad9b730e2...   \n",
       " 6   {\"jobKind\":\"2\",\"imId\":\"309ac41eb83647b667766a0...   \n",
       " 7   {\"jobKind\":\"2\",\"imId\":\"c364f09be2fbc7753eae059...   \n",
       " 8   {\"jobKind\":\"2\",\"imId\":\"44872afdaa49af0634301b9...   \n",
       " 9   {\"jobKind\":\"2\",\"imId\":\"3b459a307b4bbec0c1bd2b3...   \n",
       " 10  {\"jobKind\":\"2\",\"imId\":\"5c4a464dd66b15daf7021d4...   \n",
       " 11  {\"jobKind\":\"2\",\"imId\":\"44d81691e95c343204612e6...   \n",
       " 12  {\"jobKind\":\"2\",\"imId\":\"e8f9062ad6476469c1bd2b3...   \n",
       " 13  {\"jobKind\":\"2\",\"imId\":\"1cea60bfd13cc56ce3db762...   \n",
       " 14  {\"jobKind\":\"2\",\"imId\":\"ee411b7ee8950d5d36d8c70...   \n",
       " 15  {\"jobKind\":\"2\",\"imId\":\"5689637ee26aec0cc1bd2b3...   \n",
       " 16  {\"jobKind\":\"2\",\"imId\":\"e8f9062ad6476469c1bd2b3...   \n",
       " 17  {\"jobKind\":\"2\",\"imId\":\"1fdec48820f0cd9173ea311...   \n",
       " 18  {\"jobKind\":\"2\",\"imId\":\"2905ec60043984edc18942e...   \n",
       " 19  {\"jobKind\":\"2\",\"imId\":\"2651f5e9d669ff05c52f9b6...   \n",
       " 20  {\"jobKind\":\"2\",\"imId\":\"a876a52c465080898fa263e...   \n",
       " 21  {\"jobKind\":\"2\",\"imId\":\"a813e2b2de9637db59a7d64...   \n",
       " 22  {\"jobKind\":\"2\",\"imId\":\"b50b7a6dd05185669df82a6...   \n",
       " 23  {\"jobKind\":\"2\",\"imId\":\"332e0e21a6064400ca5351b...   \n",
       " 24  {\"jobKind\":\"2\",\"imId\":\"b278efb4a398f82df406702...   \n",
       " 25  {\"jobKind\":\"2\",\"imId\":\"1a9d62528170c1a0cb1add9...   \n",
       " 26  {\"jobKind\":\"2\",\"imId\":\"850743bfe9cbffb978efc05...   \n",
       " 27  {\"jobKind\":\"2\",\"imId\":\"ab9c2c01aa75e60e1837546...   \n",
       " 28  {\"jobKind\":\"2\",\"imId\":\"79832328b2130a0bd6a9d12...   \n",
       " 29  {\"jobKind\":\"2\",\"imId\":\"9f62e20a40be2e27937a45d...   \n",
       " 30  {\"jobKind\":\"2\",\"imId\":\"19b2ed174fd4f1339f360da...   \n",
       " 31  {\"jobKind\":\"2\",\"imId\":\"8b5778018e7010c66e9290f...   \n",
       " 32  {\"jobKind\":\"2\",\"imId\":\"c72e4d69d134b198f4d86ae...   \n",
       " 33  {\"jobKind\":\"2\",\"imId\":\"15a2202c438e55e0160b5b3...   \n",
       " 34  {\"jobKind\":\"2\",\"imId\":\"81362d28fa386c6ac067c36...   \n",
       " 35  {\"jobKind\":\"2\",\"imId\":\"dec4ca6cf3cdd82699eeb04...   \n",
       " 36  {\"jobKind\":\"2\",\"imId\":\"caeffd537b46dab6e3a362c...   \n",
       " 37  {\"jobKind\":\"2\",\"imId\":\"e0b6783a79c5181f68c56fc...   \n",
       " 38  {\"jobKind\":\"2\",\"imId\":\"be1813978f469539f406702...   \n",
       " 39  {\"jobKind\":\"2\",\"imId\":\"cb89b9db95db1996c94f4d0...   \n",
       " \n",
       "                                            job.labels  \\\n",
       " 0                                                  []   \n",
       " 1                                        [工程管理, 物料測量]   \n",
       " 2                               [医药相关, 处方药零售市场, 医药推广]   \n",
       " 3                            [沟通, 主动学习, 乐观, 为人着想, 专业]   \n",
       " 4                                                  []   \n",
       " 5          [用户增长, 商业产品, 说话流利, 逻辑思维, 用户心理, 销售技巧, 用户需求]   \n",
       " 6                                                  []   \n",
       " 7                                              [金融产品]   \n",
       " 8   [供应链产品, 硬件产品, 批发/零售, to B, 产品规划, 产品设计, 用户研究, 原...   \n",
       " 9                                              [美业行业]   \n",
       " 10                                        [市场洞察, 经济学]   \n",
       " 11                                       [销售专员, 销售助理]   \n",
       " 12                                             [金融产品]   \n",
       " 13                                     [体外诊断产品, 神经内科]   \n",
       " 14                 [夜班客服, 英语, 售前客服, 售中客服, 售后客服, 非销性质]   \n",
       " 15                                               [c#]   \n",
       " 16                                             [金融产品]   \n",
       " 17                                 [医药研发, 医疗设备, 医药产品]   \n",
       " 18  [javascript, css, react, vue, html, webpack, a...   \n",
       " 19                              [直播运营, IT/互联网/软件, 英语]   \n",
       " 20                                             [入职管理]   \n",
       " 21                           [需求管理, 产品优化, 团队管理, 产品设计]   \n",
       " 22  [3D设计, 3D建模, CG动画, 多风格, AE, Premiere, 3DMAX, 后...   \n",
       " 23                             [学术推广, 院线, 产品培训, 市场推广]   \n",
       " 24                [原型设计, 交互设计, 用户研究, 人机交互, 动作设计, 移动端]   \n",
       " 25                         [支付行业, 金融产品, 收单, POS, 收款码]   \n",
       " 26                                               [广州]   \n",
       " 27                                            [应届生优先]   \n",
       " 28                           [产品策划, 产品开发, 市场营销, 数据分析]   \n",
       " 29                           [外呼客服, 电话客服, 售后客服, 在线客服]   \n",
       " 30                                                 []   \n",
       " 31                                                 []   \n",
       " 32                           [电商运营, 网店运营, 天猫平台, 京东平台]   \n",
       " 33  [汽车行业, 新能源, 汽车动力电池, 新能源汽车, 市场洞察, 工学, 贸易/进出口, 电...   \n",
       " 34                                              [金融业]   \n",
       " 35                                 [算法开发, TensorFlow]   \n",
       " 36                                             [贸易跟单]   \n",
       " 37                                             [开机师傅]   \n",
       " 38                                  [电销, 酒水销售, 快消品销售]   \n",
       " 39                [后端开发, IT/信息化领域, 需求分析, Golang, GIT]   \n",
       " \n",
       "                       job.title  job.salary  job.dq job.jobKind  \\\n",
       " 0                          银行专员        4-9k  广州-天河区           2   \n",
       " 1                  物料测量及供应链管理专员       5-10k  广州-天河区           2   \n",
       " 2                  区域零售推广经理（广州）  10-14k·13薪      广州           2   \n",
       " 3                      临床试验招募专员   6-10k·13薪  广州-白云区           2   \n",
       " 4                       产品专员/助理       8-12k      广州           2   \n",
       " 5                产品专家+五险一金+周末双休      20-30k      广州           2   \n",
       " 6                    社区新零售总监/经理      15-25k      广州           2   \n",
       " 7                          金融专员       5-10k      广州           2   \n",
       " 8                          产品主管      18-28k  广州-海珠区           2   \n",
       " 9                          品牌经理      12-17k      广州           2   \n",
       " 10                         商务助理        5-7k  广州-天河区           2   \n",
       " 11                       销售专员双休      20-30k      广州           2   \n",
       " 12           车抵贷大客户经理（提成1.7%左右）      10-12k      广州           2   \n",
       " 13                     药品市场推广专员       7-12k  广州-越秀区           2   \n",
       " 14        双休英语客服（晚班） (MJ000669)       8-11k      广州           2   \n",
       " 15                           C#        3-8k  广州-花都区           2   \n",
       " 16            无经验 汽车金融贷款 月均8000      10-15k      广州           2   \n",
       " 17            市场/销售培训生（2022应届生）   8-12k·16薪      广州           2   \n",
       " 18             内推-前端开发-飞书SaaS产品  30-40k·15薪  广州-天河区           2   \n",
       " 19                 海外运营实习生（印尼语）        3-4k  广州-番禺区           2   \n",
       " 20                     用户体验研究助理        3-4k  广州-越秀区           2   \n",
       " 21  营运项目经理-operation excellence  20-30k·15薪  广州-越秀区           2   \n",
       " 22                       三维动画设计    5-8k·13薪  广州-海珠区           2   \n",
       " 23                       医药学术专员        5-6k  广州-越秀区           2   \n",
       " 24                 UX设计师 - 创新工具  15-30k·15薪  广州-天河区           2   \n",
       " 25                         客户经理       8-15k  广州-越秀区           2   \n",
       " 26                   web前端开发工程师  20-40k·15薪      广州           2   \n",
       " 27                         市场经理       6-10k  广州-越秀区           2   \n",
       " 28                      产品专员/助理       8-12k  广州-天河区           2   \n",
       " 29                         客服专员        5-8k  广州-越秀区           2   \n",
       " 30                      OTC学术推广       8-12k  广州-越秀区           2   \n",
       " 31                        IT管培生       6-13k  广州-白云区           2   \n",
       " 32                         电商运营       6-10k  广州-越秀区           2   \n",
       " 33           销售经理(新能源汽车EV压铸零部件)        5-9k      广州           2   \n",
       " 34               高薪金融顾问（可接受毕业生）       8-12k  广州-天河区           2   \n",
       " 35                      AI算法工程师      20-40k  广州-海珠区           2   \n",
       " 36                       外贸英语跟单        4-5k      广州           2   \n",
       " 37                     平面口罩开机师傅       8-12k  广州-增城区           2   \n",
       " 38                         电话销售      10-15k  广州-白云区           2   \n",
       " 39                  golang开发工程师       8-13k  广州-海珠区           2   \n",
       " \n",
       "    job.refreshTime job.jobId job.requireWorkYears  ... comp.compIndustry  \\\n",
       " 0   20230210172400  56011499                 经验不限  ...              咨询服务   \n",
       " 1   20221014191050  53146473                 一年以下  ...            专业技术服务   \n",
       " 2   20200312180001  25716961                 经验不限  ...                制药   \n",
       " 3   20210926143724  43560095                 经验不限  ...               NaN   \n",
       " 4   20210126113143  33001791                 经验不限  ...                保险   \n",
       " 5   20210331130452  37342871                 经验不限  ...                保险   \n",
       " 6   20211207113237  29339983                 经验不限  ...           物业/商业管理   \n",
       " 7   20201019201814  29925095                 经验不限  ...          汽车交易/后市场   \n",
       " 8   20220917172514  52648559                 经验不限  ...             批发/零售   \n",
       " 9   20190808213243  22252469                 经验不限  ...             酒店/民宿   \n",
       " 10  20230301110058  56586289                 经验不限  ...                化工   \n",
       " 11  20210521183601  39395755                 经验不限  ...              科技金融   \n",
       " 12  20210527094236  39555611                 经验不限  ...                银行   \n",
       " 13  20220804142418  51646787                 经验不限  ...            专业技术服务   \n",
       " 14  20220803114843  49715327                 经验不限  ...              电子商务   \n",
       " 15  20210412105012  38034827                 经验不限  ...              人工智能   \n",
       " 16  20210527093436  39555073                 经验不限  ...                银行   \n",
       " 17  20220708112527  50351881                 经验不限  ...              医疗器械   \n",
       " 18  20210727200819  41482851                 经验不限  ...          广告/公关/会展   \n",
       " 19  20220602155544  50115333                 经验不限  ...           在线社交/媒体   \n",
       " 20  20200908143129  21650265                 经验不限  ...           云计算/大数据   \n",
       " 21  20221031145802  53411529                 经验不限  ...             批发/零售   \n",
       " 22  20220422104817  49132345                 经验不限  ...              室内娱乐   \n",
       " 23  20230512114819  58044643                 经验不限  ...                制药   \n",
       " 24  20190411120220  18396263                 经验不限  ...           在线社交/媒体   \n",
       " 25  20211202095521  45348983                 经验不限  ...            专业技术服务   \n",
       " 26  20220104185806  46160093                 经验不限  ...             计算机软件   \n",
       " 27  20200518082211  28225151                 经验不限  ...                银行   \n",
       " 28  20191007174338  23916711                 经验不限  ...            专业技术服务   \n",
       " 29  20200817150320  30892291                 经验不限  ...            专业技术服务   \n",
       " 30  20220508232047  49471937                 经验不限  ...                制药   \n",
       " 31  20220906144710  51559335                 经验不限  ...                日化   \n",
       " 32  20220914173239  52579985                 经验不限  ...              电子商务   \n",
       " 33  20220531170034  50054003                 经验不限  ...            贸易/进出口   \n",
       " 34  20220223140628  47375461                 经验不限  ...               互联网   \n",
       " 35  20190611153935  19751389                 经验不限  ...              人工智能   \n",
       " 36  20210525143526  39483841                 经验不限  ...            贸易/进出口   \n",
       " 37  20210901101924  42781755                 经验不限  ...             机械/设备   \n",
       " 38  20210407112725  37876395                 经验不限  ...             批发/零售   \n",
       " 39  20220415182251  48960443                 经验不限  ...               互联网   \n",
       " \n",
       "                                    comp.link  \\\n",
       " 0   https://www.liepin.com/company/13420059/   \n",
       " 1   https://www.liepin.com/company/12361151/   \n",
       " 2    https://www.liepin.com/company/8492281/   \n",
       " 3   https://www.liepin.com/company/12853101/   \n",
       " 4    https://www.liepin.com/company/1690796/   \n",
       " 5    https://www.liepin.com/company/1690796/   \n",
       " 6   https://www.liepin.com/company/10004235/   \n",
       " 7   https://www.liepin.com/company/12287875/   \n",
       " 8   https://www.liepin.com/company/13315985/   \n",
       " 9   https://www.liepin.com/company/10146383/   \n",
       " 10   https://www.liepin.com/company/8983110/   \n",
       " 11  https://www.liepin.com/company/12755233/   \n",
       " 12  https://www.liepin.com/company/12666197/   \n",
       " 13  https://www.liepin.com/company/13285875/   \n",
       " 14   https://www.liepin.com/company/9911671/   \n",
       " 15  https://www.liepin.com/company/12685731/   \n",
       " 16  https://www.liepin.com/company/12666197/   \n",
       " 17   https://www.liepin.com/company/8126910/   \n",
       " 18   https://www.liepin.com/company/9848411/   \n",
       " 19   https://www.liepin.com/company/9413158/   \n",
       " 20   https://www.liepin.com/company/9133621/   \n",
       " 21   https://www.liepin.com/company/8278552/   \n",
       " 22  https://www.liepin.com/company/13195197/   \n",
       " 23  https://www.liepin.com/company/13287265/   \n",
       " 24   https://www.liepin.com/company/9813897/   \n",
       " 25  https://www.liepin.com/company/13018597/   \n",
       " 26   https://www.liepin.com/company/9802313/   \n",
       " 27  https://www.liepin.com/company/12168207/   \n",
       " 28  https://www.liepin.com/company/10217091/   \n",
       " 29  https://www.liepin.com/company/12151715/   \n",
       " 30    https://www.liepin.com/company/652255/   \n",
       " 31   https://www.liepin.com/company/9283156/   \n",
       " 32  https://www.liepin.com/company/13300235/   \n",
       " 33  https://www.liepin.com/company/12685115/   \n",
       " 34  https://www.liepin.com/company/12801191/   \n",
       " 35  https://www.liepin.com/company/10040963/   \n",
       " 36   https://www.liepin.com/company/9556737/   \n",
       " 37  https://www.liepin.com/company/12913971/   \n",
       " 38  https://www.liepin.com/company/12676827/   \n",
       " 39  https://www.liepin.com/company/10175343/   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   cb16bb5cd08863e59f15f2235ec6abf0                    2   \n",
       " 1   0422c81d4de1ae541706e81b284fe569                    2   \n",
       " 2   f07d0039bf4557fc1837546e45eb3a29                    2   \n",
       " 3   22bc8b7279256ce3e358a4dcf6ef85b9                    2   \n",
       " 4   521280a7d6ca9250062c1b1ee9c7454d                    2   \n",
       " 5   d3b6789e745498ad9b730e23f2bd8f83                    2   \n",
       " 6   309ac41eb83647b667766a03c68ce883                    2   \n",
       " 7   c364f09be2fbc7753eae059a38e31609                    2   \n",
       " 8   44872afdaa49af0634301b9535a41269                    2   \n",
       " 9   3b459a307b4bbec0c1bd2b3e9fec8144                    2   \n",
       " 10  5c4a464dd66b15daf7021d47b9950d0b                    2   \n",
       " 11  44d81691e95c343204612e645251413c                    2   \n",
       " 12  e8f9062ad6476469c1bd2b3e9fec8144                    2   \n",
       " 13  1cea60bfd13cc56ce3db76272f25835f                    2   \n",
       " 14  ee411b7ee8950d5d36d8c7038f74fcb7                    2   \n",
       " 15  5689637ee26aec0cc1bd2b3e9fec8144                    2   \n",
       " 16  e8f9062ad6476469c1bd2b3e9fec8144                    2   \n",
       " 17  1fdec48820f0cd9173ea3114a5fc2d96                    2   \n",
       " 18  2905ec60043984edc18942ef6f543974                    2   \n",
       " 19  2651f5e9d669ff05c52f9b61f06f5eed                    2   \n",
       " 20  a876a52c465080898fa263ed17de85b1                    2   \n",
       " 21  a813e2b2de9637db59a7d64ad9817c9f                    2   \n",
       " 22  b50b7a6dd05185669df82a630335d146                    2   \n",
       " 23  332e0e21a6064400ca5351bb778eb3ed                    2   \n",
       " 24  b278efb4a398f82df4067025f1d6ce6f                    2   \n",
       " 25  1a9d62528170c1a0cb1add96ed310edb                    2   \n",
       " 26  850743bfe9cbffb978efc05f67c8e059                    2   \n",
       " 27  ab9c2c01aa75e60e1837546e45eb3a29                    2   \n",
       " 28  79832328b2130a0bd6a9d1214a39013b                    2   \n",
       " 29  9f62e20a40be2e27937a45d7910778f0                    2   \n",
       " 30  19b2ed174fd4f1339f360dab62b59e34                    2   \n",
       " 31  8b5778018e7010c66e9290f04e92081c                    2   \n",
       " 32  c72e4d69d134b198f4d86ae938b4bcb8                    2   \n",
       " 33  15a2202c438e55e0160b5b344d4ef7b6                    2   \n",
       " 34  81362d28fa386c6ac067c3652d466d24                    2   \n",
       " 35  dec4ca6cf3cdd82699eeb040770b0b48                    2   \n",
       " 36  caeffd537b46dab6e3a362ce23913155                    2   \n",
       " 37  e0b6783a79c5181f68c56fcc9b2af6cb                    2   \n",
       " 38  be1813978f469539f4067025f1d6ce6f                    2   \n",
       " 39  cb89b9db95db1996c94f4d0c9b7b96ae                    2   \n",
       " \n",
       "    recruiter.recruiterName recruiter.recruiterTitle  recruiter.chatted  \\\n",
       " 0                      陈女士                       人事              False   \n",
       " 1                      黃先生                     人力資源              False   \n",
       " 2                      邹先生                招聘部与培训部经理              False   \n",
       " 3                      卓先生                    医学部经理              False   \n",
       " 4                      陈先生                       主管              False   \n",
       " 5                      吴女士                       经理              False   \n",
       " 6                      余女士                       hr              False   \n",
       " 7                      张先生                      总经理              False   \n",
       " 8                      王先生                      总经理              False   \n",
       " 9                      雷女士               博茹集团（总部）部长              False   \n",
       " 10                     伍先生                       HR              False   \n",
       " 11                     陈先生                       总监              False   \n",
       " 12                     曾先生                联合创始人/COO              False   \n",
       " 13                     杨女士                     行政文员              False   \n",
       " 14                     陈女士                   HRBP经理              False   \n",
       " 15                     孙先生                     技术总监              False   \n",
       " 16                     曾先生                联合创始人/COO              False   \n",
       " 17                     麦女士                     招聘经理              False   \n",
       " 18                     董先生                高级后端开发工程师              False   \n",
       " 19                     熊女士                     招聘Hr              False   \n",
       " 20                     陈先生                      CEO              False   \n",
       " 21                     王女士                       猎头              False   \n",
       " 22                     周女士                     视觉总监              False   \n",
       " 23                     吴女士                     会计助理              False   \n",
       " 24                     李先生                 高级广告营销专员              False   \n",
       " 25                     李先生                    大客户经理              False   \n",
       " 26                     陈先生                 技术Leader              False   \n",
       " 27                      谭枫                 个人业务客户经理              False   \n",
       " 28                     曾女士                       店长              False   \n",
       " 29                     张女士                     运维总监              False   \n",
       " 30                     丁女士                零售推广中心负责人              False   \n",
       " 31                     梁女士                       HR              False   \n",
       " 32                     钟女士                       HR              False   \n",
       " 33                     夏女士               分公司/代表处负责人              False   \n",
       " 34                     叶女士                     人事主管              False   \n",
       " 35                     吴女士                   区域人事主管              False   \n",
       " 36                     林女士                     外贸跟单              False   \n",
       " 37                     朱女士                       法人              False   \n",
       " 38                     陈女士                       人事              False   \n",
       " 39                     文先生                      总经理              False   \n",
       " \n",
       "            recruiter.recruiterPhoto             recruiter.recruiterId  \\\n",
       " 0   5f8f9866dfb13a7dee342f1808u.jpg  b07b992c31ac96b8bb39e3fcc13f8e59   \n",
       " 1   5f8f98698dbe6273dcf8516008u.jpg  92a3d31e52c16667b6717aab33ddb0e9   \n",
       " 2   561b260245cef4b8c70f78e404a.jpg  d9918a63ac2d5471b3f496d2e44f9f25   \n",
       " 3   5f8f98698dbe6273dcf8516008u.jpg  fe519ef8cfe44050090737d72769b03c   \n",
       " 4   5f8f986aea60860b75384fab08u.jpg  ce07814fa8f5459e1eb66611978acd56   \n",
       " 5   60291567b0b1a531fae8042306u.png  87fab1b1a011cf69c9b401eac1f45736   \n",
       " 6   5f8f986779c7cc70efbf36c008u.jpg  6f3c010c3e72e5ac646279ece132dc86   \n",
       " 7   5f8f986c79c7cc70efbf36c808u.jpg  e18e241dd321541ef4db9fc2d1913c49   \n",
       " 8   6324312d2ec8597bfa3fa50404u.png  25cc3ffd8fd5544cdcada000710a10f7   \n",
       " 9   5f8f986779c7cc70efbf36c008u.jpg  034fe7d98ccafbe788682aa205b31b64   \n",
       " 10  5f8f98698dbe6273dcf8516008u.jpg  c1f23ee53bd9865315751e2d07abff95   \n",
       " 11  5f8f986c79c7cc70efbf36c808u.jpg  26d0ca930c8a9dcd48f886e9c4a7f386   \n",
       " 12  608977e6919e256bc8d763ad07u.png  22eedc62e6eb8904ef12a42c8cf4b429   \n",
       " 13  5f8f986779c7cc70efbf36c008u.jpg  638232fe321eda713d754d47a7a85c4a   \n",
       " 14  5f8f9865ea60860b75384fa508u.jpg  3f9f621566e28fd64d55f8201791142e   \n",
       " 15  5f8f986c79c7cc70efbf36c808u.jpg  8af62c4c7713dba3771d4c8b33074c3b   \n",
       " 16  608977e6919e256bc8d763ad07u.png  22eedc62e6eb8904ef12a42c8cf4b429   \n",
       " 17  5f8f9866dfb13a7dee342f1808u.jpg  e55bb1dbad1b05eb1265601a277a717b   \n",
       " 18  5f8f98698dbe6273dcf8516008u.jpg  084e4c835856917d90f80a14169d34d9   \n",
       " 19  5f8f986779c7cc70efbf36c008u.jpg  540db720ea7836a391aa79cd4aab0be9   \n",
       " 20  5b53e60a8e50c846792e76d204a.png  5559ae618cd18e71c1db907420252f14   \n",
       " 21  5f8f98648dbe6273dcf8515508u.jpg  193966ce07f3080f8094c486e4344df9   \n",
       " 22  5f8f9863f6d1ab58476f246a08u.jpg  cf98b7ceb91aca94f8cf5989905c40dd   \n",
       " 23  5f8f986779c7cc70efbf36c008u.jpg  41ac20088b460d1c325e7142bd92841a   \n",
       " 24  5f8f986c79c7cc70efbf36c808u.jpg  7be37dffc14a5c9aac707fd4065958d7   \n",
       " 25  5f8f986c79c7cc70efbf36c808u.jpg  b212dfd707401fd8b2090ec5e78216bf   \n",
       " 26  5f8f986bdfb13a7dee342f2108u.jpg  62d02c1e0de91c637bb0e16165265b03   \n",
       " 27  5f8f98698dbe6273dcf8516008u.jpg  d8a3cbd5de5739b1653bef89b74fffbc   \n",
       " 28  5f8f9863f6d1ab58476f246a08u.jpg  88a15297115159a4201dc6e72dfb3d20   \n",
       " 29  5f8f9865ea60860b75384fa508u.jpg  2f0f6c2708590ec65c47dcf6796d3a27   \n",
       " 30  5f8f9865ea60860b75384fa508u.jpg  c64e991489d11dd8605987ee33b5d0c5   \n",
       " 31  5f8f9863f6d1ab58476f246a08u.jpg  b7408894d77512a1c91ea89a6d33e56e   \n",
       " 32  5f8f9863f6d1ab58476f246a08u.jpg  91165d1bc358ed35dd833b6961e7e951   \n",
       " 33  607316ee0bbd4a71d218e3ca04u.png  b801d60db23ac1c8960bfe7103fbfe3b   \n",
       " 34  622b0c6f81a14b00fe472ef308u.png  9f80c33cf5d59d1fe580ebdeb382ada0   \n",
       " 35  598bda8e7032c08e1330a07504a.jpg  d97e78451c37eb59677c76752ac7ee12   \n",
       " 36  5f8f9863f6d1ab58476f246a08u.jpg  1802f5b11f652fd6802948a59dcc8360   \n",
       " 37  5f8f9866dfb13a7dee342f1808u.jpg  c25ab9ce0090a702fa2dba9dc90a9777   \n",
       " 38  606d4005f8ab5e0b0e604b2902u.png  a7bc8315ef5f0818d916252e5c9b7ac7   \n",
       " 39  5f8f9868f6d1ab58476f24a008u.jpg  613407e3c052e8c1abad77ec0b89f373   \n",
       " \n",
       "    comp.compStage  \n",
       " 0             NaN  \n",
       " 1             NaN  \n",
       " 2             NaN  \n",
       " 3           融资未公开  \n",
       " 4             NaN  \n",
       " 5             NaN  \n",
       " 6             NaN  \n",
       " 7             NaN  \n",
       " 8             NaN  \n",
       " 9             NaN  \n",
       " 10            NaN  \n",
       " 11            NaN  \n",
       " 12          融资未公开  \n",
       " 13            NaN  \n",
       " 14             B轮  \n",
       " 15            NaN  \n",
       " 16          融资未公开  \n",
       " 17            NaN  \n",
       " 18          融资未公开  \n",
       " 19            NaN  \n",
       " 20          融资未公开  \n",
       " 21            NaN  \n",
       " 22            NaN  \n",
       " 23          融资未公开  \n",
       " 24             D轮  \n",
       " 25            NaN  \n",
       " 26             D轮  \n",
       " 27            NaN  \n",
       " 28            NaN  \n",
       " 29            NaN  \n",
       " 30            NaN  \n",
       " 31            NaN  \n",
       " 32          融资未公开  \n",
       " 33            NaN  \n",
       " 34            NaN  \n",
       " 35             A轮  \n",
       " 36          融资未公开  \n",
       " 37            NaN  \n",
       " 38            NaN  \n",
       " 39            NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 1   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 2   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 3   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 4   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 5   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 6   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 7   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 8   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 9   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 10  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 11  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 12  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 13  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 14  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 15  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 16  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 17  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 18  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 19  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 20  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 21  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 22  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 23  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 24  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 25  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 26  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 27  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 28  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 29  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 30  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 31  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 32  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 33  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 34  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 35  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 36  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 37  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 38  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 39  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"userId\":\"6d8512f3bed23f35bc38abf5d010f338\",\"...   \n",
       " 1   {\"userId\":\"59ac664a65e7fd4d9908dbbbff15ded1\",\"...   \n",
       " 2   {\"userId\":\"a4799f1b75ad7f9d5d035d2306ab2292\",\"...   \n",
       " 3   {\"userId\":\"da0bc7e738ea79fd4987fd4f23bc7dd9\",\"...   \n",
       " 4   {\"userId\":\"73523a149ffe21f2cff55f0b09ed64fc\",\"...   \n",
       " 5   {\"userId\":\"6c6f654e8e81f504be701bbf57891b66\",\"...   \n",
       " 6   {\"userId\":\"7c34bcc3af3727fd1b6a15aac21aaaa8\",\"...   \n",
       " 7   {\"userId\":\"cd37d778e5dadbccdb96c4b21d2faa0f\",\"...   \n",
       " 8   {\"userId\":\"8830efac0af69da8bea683564b917f86\",\"...   \n",
       " 9   {\"userId\":\"1fe1dca984b038b9af3fef9095b127db\",\"...   \n",
       " 10  {\"userId\":\"37f21b4d2edc8f64792c42ee46f27c4e\",\"...   \n",
       " 11  {\"userId\":\"9443c60412d1688b2727791f03e54804\",\"...   \n",
       " 12  {\"userId\":\"43ac9c322ebc8107d1ab1263b65216c9\",\"...   \n",
       " 13  {\"userId\":\"eebb3c69af0fefdf107929d2ed19c8ef\",\"...   \n",
       " 14  {\"userId\":\"b4e202c249d928a12ab21b867543c76b\",\"...   \n",
       " 15  {\"userId\":\"f1bda30079a4014a1e4d3a4031d65ad0\",\"...   \n",
       " 16  {\"userId\":\"eebb3c69af0fefdf107929d2ed19c8ef\",\"...   \n",
       " 17  {\"userId\":\"a5284fe479c9689ddffc286cb2629f41\",\"...   \n",
       " 18  {\"userId\":\"d8dd21c58b22e7cbb8a1addb35863217\",\"...   \n",
       " 19  {\"userId\":\"abec77247754200207c5a6e68939d1c3\",\"...   \n",
       " 20  {\"userId\":\"d07ddea78444745c22c6c35c18e1ac99\",\"...   \n",
       " 21  {\"userId\":\"835e1b89ee679e6d31bec7fc7b695431\",\"...   \n",
       " 22  {\"userId\":\"701de072c7f882d3de72a74e953e7504\",\"...   \n",
       " 23  {\"userId\":\"095b8c12ad106aefbbb7a402ba17c2dc\",\"...   \n",
       " 24  {\"userId\":\"2ed0d7f090ec4010b785f318f3b853d2\",\"...   \n",
       " 25  {\"userId\":\"6650a72a609fb3c7087de0ff49622220\",\"...   \n",
       " 26  {\"userId\":\"a138ebd705f1b9aa5fe9b1e683958cfc\",\"...   \n",
       " 27  {\"userId\":\"f1a1117d1faa02eb3f60cb2527dbf219\",\"...   \n",
       " 28  {\"userId\":\"eebb3c69af0fefdf107929d2ed19c8ef\",\"...   \n",
       " 29  {\"userId\":\"e4a4945f4434f356e3e4b80e6d0d41de\",\"...   \n",
       " 30  {\"userId\":\"eb9366bd45acb9a4c881779b8ca2b1bf\",\"...   \n",
       " 31  {\"userId\":\"c7f1456e695d13b0e61e76eceb50bf31\",\"...   \n",
       " 32  {\"userId\":\"64c04c7cc9fc9587c57609f3148d2464\",\"...   \n",
       " 33  {\"userId\":\"ac4d1676d3aea9a18af9fbd2708ea038\",\"...   \n",
       " 34  {\"userId\":\"3dc683b62e8b74a9227f267c3372f2b4\",\"...   \n",
       " 35  {\"userId\":\"4bf056cd7a5349c26bf2fb5b29d2249b\",\"...   \n",
       " 36  {\"userId\":\"2cc80413dd19f2b2eb0c9580e81f3987\",\"...   \n",
       " 37  {\"userId\":\"4bf056cd7a5349c26bf2fb5b29d2249b\",\"...   \n",
       " 38  {\"userId\":\"5acf1ea933dd7aa17d507028d7f7a376\",\"...   \n",
       " 39  {\"userId\":\"075c8dab39320eb64b791ed830c34f1d\",\"...   \n",
       " \n",
       "                                            job.labels job.jobKind job.jobId  \\\n",
       " 0                                              [网络设备]           2  42779987   \n",
       " 1                                              [商业产品]           2  37748695   \n",
       " 2                                          [会籍顾问 派单员]           2  52390131   \n",
       " 3                                                  []           2  29196711   \n",
       " 4                                              [市场营销]           2  41057175   \n",
       " 5                                              [系统运维]           2  30128931   \n",
       " 6                                                  []           2  36555021   \n",
       " 7                           [水路运输, 航空运输, 国际航线, 东南亚航线]           2  48239233   \n",
       " 8                                                  []           2  19703293   \n",
       " 9                                                  []           2  35050549   \n",
       " 10                       [android, sqlite, git, 网络协议]           2  28763225   \n",
       " 11                                                 []           2  34314727   \n",
       " 12                                             [市场营销]           2  26309159   \n",
       " 13                                        [BD经理，地推，陌]           2  36439429   \n",
       " 14                                  [ota, BD. 酒店，旅游，]           2  36167059   \n",
       " 15                                             [商业产品]           2  24443607   \n",
       " 16                                            [地推、陌拜]           2  36439569   \n",
       " 17                                              [C++]           2  19946527   \n",
       " 18                                       [市场营销, 预防医学]           2  28369069   \n",
       " 19                                                 []           2  39184227   \n",
       " 20                                                 []           2  38250333   \n",
       " 21                                             [教育行业]           2  50622479   \n",
       " 22                                [聚合支付, pos零售, 安装支付]           2  25326917   \n",
       " 23                                   [地推销售, 陌拜, 市场推广]           2  36633985   \n",
       " 24                        [渠道销售, 企业端销售, 自带客户资源, 华南市场]           2  24012311   \n",
       " 25                                       [web端, 商业产品]           2  32399995   \n",
       " 26                         [面销, 渠道销售, 会展销售, 直销, 网络销售]           2  48871393   \n",
       " 27     [销售岗招聘, 课程顾问, 销售管培, 高级销售顾问, 教育咨询顾问, 网络销售, 实习生]           2  38059919   \n",
       " 28                                       [地推，陌拜，to B]           2  36427589   \n",
       " 29                               [信贷经理, 金融产品, 销售, 银行]           2  37990207   \n",
       " 30                                        [数据产品, 移动端]           2  39101547   \n",
       " 31                                           [互联网金融类]           2  49493759   \n",
       " 32                                                 []           2  40769915   \n",
       " 33                                                 []           2  44100611   \n",
       " 34                                                 []           2  48861273   \n",
       " 35  [电销, 销售经理, 销售主管, 销售专员, 销售岗招聘, 大客户代表, 大客户销售, 渠道...           2  36885997   \n",
       " 36                                                 []           2  37894881   \n",
       " 37               [电销, 网络销售, 销售支持, 渠道销售, 销售专员, 招商, 餐饮]           2  36885761   \n",
       " 38                                       [市场营销, 线上推广]           2  23372611   \n",
       " 39                           [商业地产, 拓展培训, 客户管理, 渠道销售]           2  43473395   \n",
       " \n",
       "     job.topJob  job.dq            job.title job.salary job.refreshTime  ...  \\\n",
       " 0        False  广州-海珠区              网络系统管理员       6-8k  20210901095626  ...   \n",
       " 1        False  广州-番禺区              互联网产品专员       5-8k  20210401170243  ...   \n",
       " 2        False      广州                 会籍顾问       3-7k  20220905164236  ...   \n",
       " 3        False      广州               区域销售经理      9-15k  20220704160745  ...   \n",
       " 4        False      广州             药品市场推广经理     12-16k  20210714163233  ...   \n",
       " 5        False  广州-黄埔区         技术工程师（应届毕业生）       3-5k  20200728184739  ...   \n",
       " 6        False      广州      广发银行综合金融营销精英8k+     10-15k  20210304095330  ...   \n",
       " 7        False  广州-白云区                 海运操作       4-7k  20220321153440  ...   \n",
       " 8        False  广州-增城区            亚马逊外贸包包设计      5-10k  20190522112741  ...   \n",
       " 9        False      广州                 学术经理      6-11k  20210113113525  ...   \n",
       " 10       False      广州                安卓工程师      9-14k  20211105172511  ...   \n",
       " 11       False  广州-越秀区               客户服务顾问       6-8k  20210409152426  ...   \n",
       " 12       False      广州             医药学术推广经理      8-12k  20200228085916  ...   \n",
       " 13       False      广州                 BD经理      8-13k  20210302113657  ...   \n",
       " 14       False      广州               酒店签约专员  6-10k·13薪  20210224110849  ...   \n",
       " 15       False  广州-天河区              产品专员/助理       5-8k  20191030131142  ...   \n",
       " 16       False      广州  BD经理（高薪招聘共享充电宝推广专员）      8-13k  20210302113818  ...   \n",
       " 17       False  广州-黄埔区             ios开发工程师      4-12k  20210810095251  ...   \n",
       " 18       False  广州-海珠区             海外销售管理储备      8-12k  20210224151042  ...   \n",
       " 19       False      广州               医药学术推广      9-10k  20211230094813  ...   \n",
       " 20       False  广州-南沙区                 质量经理      8-10k  20210416152753  ...   \n",
       " 21       False  广州-黄埔区                 销售主管       5-8k  20220623160121  ...   \n",
       " 22       False      广州              产品专员/助理     15-19k  20191231191547  ...   \n",
       " 23       False      广州                 销售bd      8-13k  20210305134224  ...   \n",
       " 24       False  广州-越秀区              网络/在线销售       3-7k  20191010145325  ...   \n",
       " 25       False      广州              产品专员/助理       3-5k  20201006120056  ...   \n",
       " 26       False      广州              大客户销售专员      6-10k  20220422153708  ...   \n",
       " 27       False      广州                 课程顾问      8-12k  20210507100948  ...   \n",
       " 28       False      广州                 销售bd      8-12k  20210302113453  ...   \n",
       " 29       False      广州           信贷经理+高薪+包住       5-9k  20210409162756  ...   \n",
       " 30       False      广州                 团队助理      8-12k  20210513111939  ...   \n",
       " 31       False  广州-天河区                投融资助理      6-11k  20220509154752  ...   \n",
       " 32       False  广州-白云区            教育行业-招生专员       4-6k  20210706125112  ...   \n",
       " 33       False  广州-天河区                金融实习生      7-11k  20211020105537  ...   \n",
       " 34       False  广州-天河区                金融实习生      5-10k  20220413095236  ...   \n",
       " 35       False      广州                 销售专员      8-13k  20210311100121  ...   \n",
       " 36       False      广州                 校园代理       5-8k  20210407160002  ...   \n",
       " 37       False      广州                 电话销售      8-13k  20210311095929  ...   \n",
       " 38       False      广州              产品专员/助理       3-4k  20190912120818  ...   \n",
       " 39       False  广州-荔湾区                 销售顾问       4-9k  20210923143742  ...   \n",
       " \n",
       "     comp.compId                                 comp.link recruiter.chatted  \\\n",
       " 0       8370991   https://www.liepin.com/company/8370991/             False   \n",
       " 1      12669101  https://www.liepin.com/company/12669101/             False   \n",
       " 2      12998171  https://www.liepin.com/company/12998171/             False   \n",
       " 3       8980779   https://www.liepin.com/company/8980779/             False   \n",
       " 4       8149319   https://www.liepin.com/company/8149319/             False   \n",
       " 5       8252281   https://www.liepin.com/company/8252281/             False   \n",
       " 6       5779461   https://www.liepin.com/company/5779461/             False   \n",
       " 7      13165185  https://www.liepin.com/company/13165185/             False   \n",
       " 8       9337079   https://www.liepin.com/company/9337079/             False   \n",
       " 9       9262959   https://www.liepin.com/company/9262959/             False   \n",
       " 10     12221449  https://www.liepin.com/company/12221449/             False   \n",
       " 11      1690796   https://www.liepin.com/company/1690796/             False   \n",
       " 12      9963205   https://www.liepin.com/company/9963205/             False   \n",
       " 13     12351705  https://www.liepin.com/company/12351705/             False   \n",
       " 14     12569735  https://www.liepin.com/company/12569735/             False   \n",
       " 15      7983719   https://www.liepin.com/company/7983719/             False   \n",
       " 16     12351705  https://www.liepin.com/company/12351705/             False   \n",
       " 17      9666271   https://www.liepin.com/company/9666271/             False   \n",
       " 18     12243889  https://www.liepin.com/company/12243889/             False   \n",
       " 19     12528883  https://www.liepin.com/company/12528883/             False   \n",
       " 20      9718453   https://www.liepin.com/company/9718453/             False   \n",
       " 21      9762935   https://www.liepin.com/company/9762935/             False   \n",
       " 22     10275117  https://www.liepin.com/company/10275117/             False   \n",
       " 23      9207321   https://www.liepin.com/company/9207321/             False   \n",
       " 24     10214765  https://www.liepin.com/company/10214765/             False   \n",
       " 25     12422279  https://www.liepin.com/company/12422279/             False   \n",
       " 26     12826459  https://www.liepin.com/company/12826459/             False   \n",
       " 27      9763133   https://www.liepin.com/company/9763133/             False   \n",
       " 28     12351705  https://www.liepin.com/company/12351705/             False   \n",
       " 29     12682817  https://www.liepin.com/company/12682817/             False   \n",
       " 30      8180839   https://www.liepin.com/company/8180839/             False   \n",
       " 31     13209927  https://www.liepin.com/company/13209927/             False   \n",
       " 32     12823117  https://www.liepin.com/company/12823117/             False   \n",
       " 33     12972227  https://www.liepin.com/company/12972227/             False   \n",
       " 34      9141592   https://www.liepin.com/company/9141592/             False   \n",
       " 35     12619873  https://www.liepin.com/company/12619873/             False   \n",
       " 36     12677317  https://www.liepin.com/company/12677317/             False   \n",
       " 37     12619873  https://www.liepin.com/company/12619873/             False   \n",
       " 38      8743268   https://www.liepin.com/company/8743268/             False   \n",
       " 39     12813463  https://www.liepin.com/company/12813463/             False   \n",
       " \n",
       "    recruiter.recruiterName recruiter.recruiterTitle  \\\n",
       " 0                      李女士                            \n",
       " 1                      刘先生                     人事主管   \n",
       " 2                      马先生                       店长   \n",
       " 3                      何女士                     HRBP   \n",
       " 4                      树女士                    推广部经理   \n",
       " 5                      陈女士                   人事行政专员   \n",
       " 6                      林先生                 产品经理主管顾问   \n",
       " 7                      陈女士                     人事专员   \n",
       " 8                      徐女士                       人事   \n",
       " 9                      王先生                    省区总经理   \n",
       " 10                     胡先生                       HR   \n",
       " 11                     高先生                     客户经理   \n",
       " 12                     戴先生                     大区经理   \n",
       " 13                     欧先生                      BDM   \n",
       " 14                     李先生                     运营总监   \n",
       " 15                     陈女士                     人事专员   \n",
       " 16                     欧先生                      BDM   \n",
       " 17                     王先生                      总经理   \n",
       " 18                     周女士                            \n",
       " 19                     赵先生            行政经理/主管/办公室主任   \n",
       " 20                     王先生                   人事行政主管   \n",
       " 21                     林女士                     校监助理   \n",
       " 22                     李女士                    七星服务商   \n",
       " 23                     颜先生                     BD经理   \n",
       " 24                     古女士                     HR经理   \n",
       " 25                     刘先生                       经理   \n",
       " 26                     许女士                       hr   \n",
       " 27                     罗女士                     招聘专员   \n",
       " 28                     欧先生                      BDM   \n",
       " 29                     陈女士                     人事专员   \n",
       " 30                     郑女士                     人事管理   \n",
       " 31                     周女士                       人事   \n",
       " 32                     田女士                   基金经理助理   \n",
       " 33                     郑女士                     人事总监   \n",
       " 34                     黄女士                       人事   \n",
       " 35                     张女士                  招聘专员/助理   \n",
       " 36                     刘女士                       人事   \n",
       " 37                     张女士                  招聘专员/助理   \n",
       " 38                     饶先生                     销售主管   \n",
       " 39                     伍先生                     人事专员   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   ee31b0b3cecd7e2b9b730e23f2bd8f83                    2   \n",
       " 1   f85a7fb63698d0b667766a03c68ce883                    2   \n",
       " 2   7ef89450712e7c87c840dbff03641b29                    2   \n",
       " 3   fe80a0c5eb65e630ac365a663ca833da                    2   \n",
       " 4   0d0a521d69ae28187d9249b687d4adef                    2   \n",
       " 5   48e2efc019786ea49941166e65ebdb6f                    2   \n",
       " 6   e6928e2b01c0e9824a7a04e7d95591ea                    2   \n",
       " 7   4d6bceaf74dd54fc44abb46059cb2d92                    2   \n",
       " 8   95533f1fb11a178d8d1ff84e0a6c6898                    2   \n",
       " 9   fc86dc6020e5655aa9f0273dd33fa30b                    2   \n",
       " 10  a7509072d79f520004612e645251413c                    2   \n",
       " 11  5e1f06efef1c0438d6a9d1214a39013b                    2   \n",
       " 12  22a1f55af7ddffe83417a188cf69ded9                    2   \n",
       " 13  4029b03130e209026bc971ec2e264ed1                    2   \n",
       " 14  84d19e79d4adc2a504612e645251413c                    2   \n",
       " 15  adb7eaaa457ba178c94f4d0c9b7b96ae                    2   \n",
       " 16  4029b03130e209026bc971ec2e264ed1                    2   \n",
       " 17  385adfe87813eb6cc94f4d0c9b7b96ae                    2   \n",
       " 18  701b6474d5bc73e0351ff05530f680dd                    2   \n",
       " 19  681045dea58f0ebe0e33f8ac54fbf39e                    2   \n",
       " 20  ed43c67f8acf84a101ab80e4a8b96567                    2   \n",
       " 21  0ca3222596b438e6e72b2bd2fb5ab3f4                    2   \n",
       " 22  a9ffd31e4c11da00e4cd5c055e1e05ce                    2   \n",
       " 23  5038d0eeeef04c564036597854bcf58c                    2   \n",
       " 24  6ea9b3cde7143eca4a7a04e7d95591ea                    2   \n",
       " 25  f48e295e8a6f944bee7b65a82243fe9b                    2   \n",
       " 26  f7797c4570f0f9ae8312a2c9d2edf53f                    2   \n",
       " 27  384fe114c29fa16a67766a03c68ce883                    2   \n",
       " 28  4029b03130e209026bc971ec2e264ed1                    2   \n",
       " 29  7f2c822180400b5fee7b65a82243fe9b                    2   \n",
       " 30  c9c63088e7a2c1320e33f8ac54fbf39e                    2   \n",
       " 31  546d261287c7ad98972a6c87fdd61311                    2   \n",
       " 32  a6432b8adc7bf1cc8000f44221d775b3                    2   \n",
       " 33  d4be01adfd41d2b8ebd994a81266b45f                    2   \n",
       " 34  c05cd1fea66bba4fae346a0da086e4d3                    2   \n",
       " 35  bd08862b500737229f90a7bcfdb96d0e                    2   \n",
       " 36  ffbfc4eb0fce4320be3900059d28d9fd                    2   \n",
       " 37  bd08862b500737229f90a7bcfdb96d0e                    2   \n",
       " 38  e1e667a6ac7c2de43eae059a38e31609                    2   \n",
       " 39  8a777f1b262bd7f852e4223b98a2bc60                    2   \n",
       " \n",
       "                recruiter.recruiterId         recruiter.recruiterPhoto  \\\n",
       " 0   6d8512f3bed23f35bc38abf5d010f338  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 1   59ac664a65e7fd4d9908dbbbff15ded1  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 2   a4799f1b75ad7f9d5d035d2306ab2292  622b00a82d42b56e4c54d17002u.png   \n",
       " 3   da0bc7e738ea79fd4987fd4f23bc7dd9  6205d411e9be483c095c48bb02u.jpg   \n",
       " 4   73523a149ffe21f2cff55f0b09ed64fc  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 5   6c6f654e8e81f504be701bbf57891b66  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 6   7c34bcc3af3727fd1b6a15aac21aaaa8  5f8e97ce8dbe6273dcf7de5904u.png   \n",
       " 7   cd37d778e5dadbccdb96c4b21d2faa0f  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 8   8830efac0af69da8bea683564b917f86  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 9   1fe1dca984b038b9af3fef9095b127db  5ffe69044e366123583e427403u.png   \n",
       " 10  37f21b4d2edc8f64792c42ee46f27c4e  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 11  9443c60412d1688b2727791f03e54804  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 12  43ac9c322ebc8107d1ab1263b65216c9  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 13  eebb3c69af0fefdf107929d2ed19c8ef  606536ccbb0e210e47cbc5bd05u.png   \n",
       " 14  b4e202c249d928a12ab21b867543c76b  603486248f5866739fffda8207u.png   \n",
       " 15  f1bda30079a4014a1e4d3a4031d65ad0  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 16  eebb3c69af0fefdf107929d2ed19c8ef  606536ccbb0e210e47cbc5bd05u.png   \n",
       " 17  a5284fe479c9689ddffc286cb2629f41  5b0ba3f38e505b1bf47b785904a.png   \n",
       " 18  d8dd21c58b22e7cbb8a1addb35863217  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 19  abec77247754200207c5a6e68939d1c3  5f8f986aea60860b75384fab08u.jpg   \n",
       " 20  d07ddea78444745c22c6c35c18e1ac99  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 21  835e1b89ee679e6d31bec7fc7b695431  63417bed67d47138decffc8308u.png   \n",
       " 22  701de072c7f882d3de72a74e953e7504  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 23  095b8c12ad106aefbbb7a402ba17c2dc  5f8f986aea60860b75384fab08u.jpg   \n",
       " 24  2ed0d7f090ec4010b785f318f3b853d2  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 25  6650a72a609fb3c7087de0ff49622220  5f8f986aea60860b75384fab08u.jpg   \n",
       " 26  a138ebd705f1b9aa5fe9b1e683958cfc  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 27  f1a1117d1faa02eb3f60cb2527dbf219  6073bf380bbd4a71d218e59208u.png   \n",
       " 28  eebb3c69af0fefdf107929d2ed19c8ef  606536ccbb0e210e47cbc5bd05u.png   \n",
       " 29  e4a4945f4434f356e3e4b80e6d0d41de  60700e9f7baa0914aaf5abeb03u.png   \n",
       " 30  eb9366bd45acb9a4c881779b8ca2b1bf  609c901d2aedce282686d4c903u.png   \n",
       " 31  c7f1456e695d13b0e61e76eceb50bf31  62787dec729b7f1230b664d705u.png   \n",
       " 32  64c04c7cc9fc9587c57609f3148d2464  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 33  ac4d1676d3aea9a18af9fbd2708ea038  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 34  3dc683b62e8b74a9227f267c3372f2b4  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 35  4bf056cd7a5349c26bf2fb5b29d2249b  603366a555c9263d91d5789803u.png   \n",
       " 36  2cc80413dd19f2b2eb0c9580e81f3987  606d5f09a2f7110a6a343b5905u.png   \n",
       " 37  4bf056cd7a5349c26bf2fb5b29d2249b  603366a555c9263d91d5789803u.png   \n",
       " 38  5acf1ea933dd7aa17d507028d7f7a376  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 39  075c8dab39320eb64b791ed830c34f1d  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " \n",
       "    comp.compStage  \n",
       " 0             NaN  \n",
       " 1             NaN  \n",
       " 2             NaN  \n",
       " 3           创业板上市  \n",
       " 4            战略投资  \n",
       " 5           融资未公开  \n",
       " 6            战略投资  \n",
       " 7             NaN  \n",
       " 8             NaN  \n",
       " 9             已上市  \n",
       " 10          融资未公开  \n",
       " 11            NaN  \n",
       " 12            NaN  \n",
       " 13             B轮  \n",
       " 14          融资未公开  \n",
       " 15            NaN  \n",
       " 16             B轮  \n",
       " 17            天使轮  \n",
       " 18            NaN  \n",
       " 19            NaN  \n",
       " 20            NaN  \n",
       " 21            NaN  \n",
       " 22          融资未公开  \n",
       " 23             B轮  \n",
       " 24            NaN  \n",
       " 25            NaN  \n",
       " 26          融资未公开  \n",
       " 27          融资未公开  \n",
       " 28             B轮  \n",
       " 29            NaN  \n",
       " 30            NaN  \n",
       " 31            NaN  \n",
       " 32            NaN  \n",
       " 33            NaN  \n",
       " 34          融资未公开  \n",
       " 35            NaN  \n",
       " 36            NaN  \n",
       " 37            NaN  \n",
       " 38            NaN  \n",
       " 39            NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
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       " 16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            dataParams comp.compIndustry  \\\n",
       " 0   {\"userId\":\"35841bc3455096229ce7c6739fdbdfa2\",\"...               新零售   \n",
       " 1   {\"userId\":\"92a210d4e4ffc1578bc9b74f9a40fd90\",\"...              培训服务   \n",
       " 2   {\"userId\":\"c2970a83b7f8b6872d54461102c950a9\",\"...               新零售   \n",
       " 3   {\"userId\":\"9308e55409f05a932fe97a4fcaa833e4\",\"...            专业技术服务   \n",
       " 4   {\"userId\":\"bf867c16d0a28acabbbfc80182d8c7e5\",\"...                银行   \n",
       " 5   {\"userId\":\"f6cf73d9b88d0c62ff014d9446fc58f5\",\"...               NaN   \n",
       " 6   {\"userId\":\"b1b5c14f0609926d9fadc5400b889dbc\",\"...           其他商务服务业   \n",
       " 7   {\"userId\":\"5af96253cbbbea3d99bde95f9b9f06e8\",\"...              培训服务   \n",
       " 8   {\"userId\":\"7ee7f833633eda5a73a2b59526dd7a6a\",\"...               互联网   \n",
       " 9   {\"userId\":\"2312b179220f05e389e516823ee25c90\",\"...              人工智能   \n",
       " 10  {\"userId\":\"fb431c14809265fab6f379005fa9c4f4\",\"...              人工智能   \n",
       " 11  {\"userId\":\"ba85c13db0f5609d71f9755a89a3840e\",\"...       电子/半导体/集成电路   \n",
       " 12  {\"userId\":\"63081e5e1788a74c5e6e7b983e65429c\",\"...          广播/影视/录音   \n",
       " 13  {\"userId\":\"eb1ba16168084c7f26d13a142635efaf\",\"...              医疗机构   \n",
       " 14  {\"userId\":\"0a0aa55ad45c4db070aebcc237aa49da\",\"...              培训服务   \n",
       " 15  {\"userId\":\"b1b0403e783ee7a883f883fe82aaa237\",\"...               互联网   \n",
       " 16  {\"userId\":\"1b9329c600dd5f2bdf014981372c3ca0\",\"...          食品/饮料/酒水   \n",
       " 17  {\"userId\":\"88764bb6ef337096a3aa3396ef377c39\",\"...               物联网   \n",
       " 18  {\"userId\":\"2e753345e76d2d011456b9f215f61882\",\"...              医疗器械   \n",
       " 19  {\"userId\":\"ef8d296204512c676f8d04ea91481807\",\"...            贸易/进出口   \n",
       " 20  {\"userId\":\"ade4ad044592a1d42e751f2e1b7773d2\",\"...       电子/半导体/集成电路   \n",
       " 21  {\"userId\":\"5b12d47a31de6d678e76c5c6ad961ecf\",\"...           电气机械/器材   \n",
       " 22  {\"userId\":\"bbe58f2a371e2903a6340e3c89d8259a\",\"...             检测/认证   \n",
       " 23  {\"userId\":\"2e753345e76d2d011456b9f215f61882\",\"...              医疗器械   \n",
       " 24  {\"userId\":\"354cd5c545f1c082dda275f520946c05\",\"...               互联网   \n",
       " 25  {\"userId\":\"a4284da678aa5c0262dfcfdea2cbcc79\",\"...              金属制品   \n",
       " 26  {\"userId\":\"339fceb1e0b0129a23adbad079aa78aa\",\"...             批发/零售   \n",
       " 27  {\"userId\":\"8c2374af0682b9fa63af266ea9347913\",\"...             机械/设备   \n",
       " 28  {\"userId\":\"1e48f81c605b19575dce7fc78717a15e\",\"...               互联网   \n",
       " 29  {\"userId\":\"90f1b604def1013ec70339142be8d65d\",\"...             珠宝/首饰   \n",
       " 30  {\"userId\":\"a4ea9ae09b0f34bdb7cb0c575b74e630\",\"...             机械/设备   \n",
       " 31  {\"userId\":\"e608f52af1c19b30330f99309f916d3e\",\"...             批发/零售   \n",
       " 32  {\"userId\":\"c0170c61e24e69eaa2310631cb7f1342\",\"...          服装/纺织/皮革   \n",
       " 33  {\"userId\":\"aed9b616284a985c46804deb4e02d76c\",\"...             批发/零售   \n",
       " 34  {\"userId\":\"1a36dc9b3fb10fc88a6d782b38e980aa\",\"...               互联网   \n",
       " 35  {\"userId\":\"9db1d8eda5edc687474bf5837770470d\",\"...           电气机械/器材   \n",
       " 36  {\"userId\":\"8a6969ab28619a46281021ca029e9d7b\",\"...            贸易/进出口   \n",
       " 37  {\"userId\":\"c00c271a0ded67f14878177aa87f92b0\",\"...               NaN   \n",
       " 38  {\"userId\":\"e8d13b96e805aa599c25ffd33a6a4d83\",\"...              医疗器械   \n",
       " 39  {\"userId\":\"0ea267c7ec1d975ac9124ed02d07cf00\",\"...              医疗器械   \n",
       " \n",
       "     comp.compId                    comp.compLogo      comp.compName  \\\n",
       " 0      10223523  5dd4cffccd52473b94d4151105u.jpg       广州星驰智能科技有限公司   \n",
       " 1       8827445  61b07937d0458d53c627567e02u.jpg     广州萨卡个人形象设计有限公司   \n",
       " 2      10289095  5dff7918cd52473b94122e3e06u.jpg      广州市微客传媒科技有限公司   \n",
       " 3      13131745  61b07937d0458d53c627567e02u.jpg        广州市紫霞科技有限公司   \n",
       " 4      12766011  61b07937d0458d53c627567e02u.jpg     广州市融则通企业顾问有限公司   \n",
       " 5      12500019  61b07937d0458d53c627567e02u.jpg   荭人荭铺(广州)品牌管理有限公司   \n",
       " 6      13539225  645c98c07351b3513e83e4bf02u.jpg     广州耀昇按揭咨询服务有限公司   \n",
       " 7      13536551  61b07937d0458d53c627567e02u.jpg      广州市优建教育咨询有限公司   \n",
       " 8       8044714  5bfe934174719d9f609a956103a.png     北京华图宏阳网络科技有限公司   \n",
       " 9       9772955  5fdb1776b379773c7f6221b701u.png               数坤科技   \n",
       " 10      9772955  5fdb1776b379773c7f6221b701u.png               数坤科技   \n",
       " 11      3749818  5bfe9fac74719d2aa34bd10403a.png               飒特红外   \n",
       " 12      1550217  5bfe903a74719d35745a985303a.png     广州漫友文化科技发展有限公司   \n",
       " 13      8722676  5ce4f613d3ced448645c698601u.png         康合慢病防治研究中心   \n",
       " 14     12511037  61b07937d0458d53c627567e02u.jpg       广州普瑞生物科技有限公司   \n",
       " 15      8038840  5bfe9ec674719d2aa34ba3fd03a.png  中企动力科技股份有限公司广州分公司   \n",
       " 16      7885730  5bfe97f474719df0ac9955ba03a.png                 张裕   \n",
       " 17      3244042  5bfe9c1e74719df0ac9a26a503a.png                 威胜   \n",
       " 18      9814923  5da41497bf6c9008d9884e8206u.jpg         广东丹利科技有限公司   \n",
       " 19      8371812  5bfe9a9b74719df0ac99dd1103a.png        深圳市舒特帐篷有限公司   \n",
       " 20     10100071  636c58cab0584d3582259bbe08u.png               虹科电子   \n",
       " 21     12472449  61b07937d0458d53c627567e02u.jpg               广州普同   \n",
       " 22      8525517  59675225703287e466d57d1606a.jpg               华测检测   \n",
       " 23      9814923  5da41497bf6c9008d9884e8206u.jpg         广东丹利科技有限公司   \n",
       " 24      8038840  5bfe9ec674719d2aa34ba3fd03a.png  中企动力科技股份有限公司广州分公司   \n",
       " 25     13303327  61b07937d0458d53c627567e02u.jpg          广州锋达硅胶制品厂   \n",
       " 26     12685913  61b07937d0458d53c627567e02u.jpg       成都品客渝成服饰有限公司   \n",
       " 27     13281735  61985bc307d5d21920a926b108u.jpg         广州浙杭叉车有限公司   \n",
       " 28      8038840  5bfe9ec674719d2aa34ba3fd03a.png  中企动力科技股份有限公司广州分公司   \n",
       " 29      7888238  5bfea60874719d2aa34cf0be03a.png         宝泉钱币投资有限公司   \n",
       " 30     12608811  61b07937d0458d53c627567e02u.jpg    智昌(广东)新材料股份有限公司   \n",
       " 31     12919661  61b07937d0458d53c627567e02u.jpg     上海华鑫众成农业发展有限公司   \n",
       " 32     12001233  61b07937d0458d53c627567e02u.jpg        广州市烽鑫鞋业有限公司   \n",
       " 33     10266149  61b07937d0458d53c627567e02u.jpg      广州市博越体育用品有限公司   \n",
       " 34      8038840  5bfe9ec674719d2aa34ba3fd03a.png  中企动力科技股份有限公司广州分公司   \n",
       " 35     12287191  61b07937d0458d53c627567e02u.jpg     广州佳满钣金机柜设备有限公司   \n",
       " 36     12248877  61b07937d0458d53c627567e02u.jpg      广州市中耀化工科技有限公司   \n",
       " 37     12740181  61b07937d0458d53c627567e02u.jpg         广州闻青服饰有限公司   \n",
       " 38      7883743  5bfe972e74719df0ac992cbc03a.png               时代天使   \n",
       " 39      8645958  5bfe904474719d35745a9a4103a.png     强生(上海)医疗器材有限公司   \n",
       " \n",
       "                                    comp.link comp.compScale  \\\n",
       " 0   https://www.liepin.com/company/10223523/         50-99人   \n",
       " 1    https://www.liepin.com/company/8827445/                  \n",
       " 2   https://www.liepin.com/company/10289095/          1-49人   \n",
       " 3   https://www.liepin.com/company/13131745/          1-49人   \n",
       " 4   https://www.liepin.com/company/12766011/          1-49人   \n",
       " 5   https://www.liepin.com/company/12500019/         50-99人   \n",
       " 6   https://www.liepin.com/company/13539225/          1-49人   \n",
       " 7   https://www.liepin.com/company/13536551/         50-99人   \n",
       " 8    https://www.liepin.com/company/8044714/       100-499人   \n",
       " 9    https://www.liepin.com/company/9772955/       500-999人   \n",
       " 10   https://www.liepin.com/company/9772955/       500-999人   \n",
       " 11   https://www.liepin.com/company/3749818/       100-499人   \n",
       " 12   https://www.liepin.com/company/1550217/       100-499人   \n",
       " 13   https://www.liepin.com/company/8722676/       100-499人   \n",
       " 14  https://www.liepin.com/company/12511037/          1-49人   \n",
       " 15   https://www.liepin.com/company/8038840/       100-499人   \n",
       " 16   https://www.liepin.com/company/7885730/     2000-5000人   \n",
       " 17   https://www.liepin.com/company/3244042/     2000-5000人   \n",
       " 18   https://www.liepin.com/company/9814923/       100-499人   \n",
       " 19   https://www.liepin.com/company/8371812/         50-99人   \n",
       " 20  https://www.liepin.com/company/10100071/         50-99人   \n",
       " 21  https://www.liepin.com/company/12472449/         50-99人   \n",
       " 22   https://www.liepin.com/company/8525517/       10000人以上   \n",
       " 23   https://www.liepin.com/company/9814923/       100-499人   \n",
       " 24   https://www.liepin.com/company/8038840/       100-499人   \n",
       " 25  https://www.liepin.com/company/13303327/          1-49人   \n",
       " 26  https://www.liepin.com/company/12685913/          1-49人   \n",
       " 27  https://www.liepin.com/company/13281735/    5000-10000人   \n",
       " 28   https://www.liepin.com/company/8038840/       100-499人   \n",
       " 29   https://www.liepin.com/company/7888238/       100-499人   \n",
       " 30  https://www.liepin.com/company/12608811/         50-99人   \n",
       " 31  https://www.liepin.com/company/12919661/         50-99人   \n",
       " 32  https://www.liepin.com/company/12001233/          1-49人   \n",
       " 33  https://www.liepin.com/company/10266149/          1-49人   \n",
       " 34   https://www.liepin.com/company/8038840/       100-499人   \n",
       " 35  https://www.liepin.com/company/12287191/         50-99人   \n",
       " 36  https://www.liepin.com/company/12248877/          1-49人   \n",
       " 37  https://www.liepin.com/company/12740181/          1-49人   \n",
       " 38   https://www.liepin.com/company/7883743/     1000-2000人   \n",
       " 39   https://www.liepin.com/company/8645958/     2000-5000人   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  ...  \\\n",
       " 0   5f6e6be8c31904fce37b0b202b2adc1c                    2  ...   \n",
       " 1   836c6d187c187a22ad8732728d6065d6                    2  ...   \n",
       " 2   ac4b0ac3248ca436ee7b65a82243fe9b                    2  ...   \n",
       " 3   b675c593b5067b567ea58b95d93937d7                    2  ...   \n",
       " 4   df913980dee89ce32982e990dc084411                    2  ...   \n",
       " 5   0f653bab10c7c38d5d887c62117912b0                    2  ...   \n",
       " 6   67d080211c637f2bc840dbff03641b29                    2  ...   \n",
       " 7   65965471ecd6be158f669bb17ec3d8eb                    2  ...   \n",
       " 8   2f590364045b0871b0b324cf6014f601                    2  ...   \n",
       " 9   f0fbf29ea0bec14b03ab15f3af03b172                    2  ...   \n",
       " 10  cabce6912c11c48adb286ab5a8a082c5                    2  ...   \n",
       " 11  bd8d08cd861449ef97cd4b0530f9e3f9                    2  ...   \n",
       " 12  fdf776f864b40cad01ab80e4a8b96567                    2  ...   \n",
       " 13  0462e32cb3e85c832982e990dc084411                    2  ...   \n",
       " 14  99040f2416e73d89a44073f4eac7a607                    2  ...   \n",
       " 15  b877427a4b75b9df6acd98c2560acc8e                    2  ...   \n",
       " 16  4b8daac830cca41acb8db5f39dbf4c7c                    2  ...   \n",
       " 17  5bd50f041f2c4f9a62f6540bf442d9e7                    2  ...   \n",
       " 18  4efc6f77a8547f658d1ff84e0a6c6898                    2  ...   \n",
       " 19  7eaf0862d9b2beb61837546e45eb3a29                    2  ...   \n",
       " 20  304e4b7144e79c8be37b0b202b2adc1c                    2  ...   \n",
       " 21  2f9d9f246b0eb8d40e33f8ac54fbf39e                    2  ...   \n",
       " 22  06a3e0746e146c8e9f90a7bcfdb96d0e                    2  ...   \n",
       " 23  4efc6f77a8547f658d1ff84e0a6c6898                    2  ...   \n",
       " 24  d38c03ed94cc64ffba00dddeb605873d                    2  ...   \n",
       " 25  0c9b8f0a35dd06a1fa1c74c9d557610b                    2  ...   \n",
       " 26  8b473aae3c37561bd6a9d1214a39013b                    2  ...   \n",
       " 27  b2bd051f170852586c158a20144f1ccc                    2  ...   \n",
       " 28  ce9dc9d8e28e95aee68ea511f8a9efc5                    2  ...   \n",
       " 29  0d522dbc2d82985378f5885b11a76839                    2  ...   \n",
       " 30  b6dad54cb552273f160bef405ccde8ba                    2  ...   \n",
       " 31  25f93b2594900e76b1150f09f42fa83a                    2  ...   \n",
       " 32  5e6a68de234d8f66351ff05530f680dd                    2  ...   \n",
       " 33  3c175aa5a4ca7dadbefa578784e31c32                    2  ...   \n",
       " 34  082ba79c1c45a7f1c0b855de83315f3c                    2  ...   \n",
       " 35  f1c6a89eb5ee2eebe3a362ce23913155                    2  ...   \n",
       " 36  fcf069e39c9a7dce3417a188cf69ded9                    2  ...   \n",
       " 37  91adc3aeb4dffed4a9f0273dd33fa30b                    2  ...   \n",
       " 38  47c45024c5f33ffc651ec1d54741dccf                    2  ...   \n",
       " 39  b952d8ff65ed54d8dc2616a5acb8537e                    2  ...   \n",
       " \n",
       "    job.refreshTime job.topJob  job.requireWorkYears job.requireEduLevel  \\\n",
       " 0   20191020150350      False                  经验不限                学历不限   \n",
       " 1   20201022155417      False                  经验不限                  大专   \n",
       " 2   20200105182633      False                  经验不限                学历不限   \n",
       " 3   20220228114850      False                  经验不限                  大专   \n",
       " 4   20210603050511      False                  经验不限                学历不限   \n",
       " 5   20211228143618      False                  经验不限                学历不限   \n",
       " 6   20230511150821      False                  经验不限                学历不限   \n",
       " 7   20230511095348      False                  经验不限               中专/中技   \n",
       " 8   20230206231057      False                  经验不限                  本科   \n",
       " 9   20230511095515      False                  一年以下                  硕士   \n",
       " 10  20230506184458      False                  一年以下                  硕士   \n",
       " 11  20230316141707      False                  经验不限                  大专   \n",
       " 12  20200224141108      False                  经验不限                  本科   \n",
       " 13  20230509161251      False                  经验不限                统招本科   \n",
       " 14  20230512141226      False                  经验不限                  大专   \n",
       " 15  20210726105452      False                  经验不限                  大专   \n",
       " 16  20230427101658      False                  经验不限                学历不限   \n",
       " 17  20220630111547      False                  经验不限                统招本科   \n",
       " 18  20221124094731      False                  经验不限                  大专   \n",
       " 19  20220620180305      False                  经验不限                  大专   \n",
       " 20  20220404105502      False                  经验不限                统招本科   \n",
       " 21  20221129155546      False                  经验不限                  大专   \n",
       " 22  20210413181208      False                  经验不限                学历不限   \n",
       " 23  20221117101849      False                  经验不限                  大专   \n",
       " 24  20210615145951      False                  经验不限                  大专   \n",
       " 25  20220827164334      False                  经验不限                学历不限   \n",
       " 26  20210414231308      False                  经验不限                  本科   \n",
       " 27  20220921155414      False                  经验不限                  大专   \n",
       " 28  20220326101405      False                  经验不限                  大专   \n",
       " 29  20200609165910      False                  经验不限                  大专   \n",
       " 30  20210531135017      False                  经验不限               中专/中技   \n",
       " 31  20220407152943      False                  经验不限                  大专   \n",
       " 32  20191225111517      False                  经验不限                  本科   \n",
       " 33  20191126084648      False                  经验不限               中专/中技   \n",
       " 34  20210608133947      False                  经验不限                  大专   \n",
       " 35  20200624103707      False                  经验不限               中专/中技   \n",
       " 36  20210407121607      False                  经验不限                  大专   \n",
       " 37  20210513140501      False                  经验不限                学历不限   \n",
       " 38  20230324085734      False                  经验不限                  本科   \n",
       " 39  20210825201304      False                  经验不限                  大专   \n",
       " \n",
       "            job.title job.pcOuterLink job.h5OuterLink  \\\n",
       " 0          市场产品专员/助理                                   \n",
       " 1            互联网产品专员                                   \n",
       " 2          市场产品专员/助理                                   \n",
       " 3             售前技术支持                                   \n",
       " 4               销售助理                                   \n",
       " 5              茶饮调茶师                                   \n",
       " 6        金融【销售】经理+话补                                   \n",
       " 7              学习规划师                                   \n",
       " 8         招教培训讲师（双休）                                   \n",
       " 9       商务市场KA销售储备经理                                   \n",
       " 10      商务市场KA销售储备经理                                   \n",
       " 11              销售代表                                   \n",
       " 12            图书发行助理                                   \n",
       " 13       医学产品研发（应届生）                                   \n",
       " 14          医疗器械销售代表                                   \n",
       " 15              销售代表                                   \n",
       " 16       中低销售经理/访销经理                                   \n",
       " 17       技术支持工程师（广东）                                   \n",
       " 18          医疗器械销售代表                                   \n",
       " 19           篷房工程设计师                                   \n",
       " 20            产品拓展专员                                   \n",
       " 21            网络推广助理                                   \n",
       " 22       销售经理（农产品检测）                                   \n",
       " 23              销售代表                                   \n",
       " 24              销售代表                                   \n",
       " 25            油压机操作员                                   \n",
       " 26     文员、买手助理、设计师助理                                   \n",
       " 27              销售代表                                   \n",
       " 28              销售顾问                                   \n",
       " 29              渠道销售                                   \n",
       " 30              跟单文员                                   \n",
       " 31              销售助理                                   \n",
       " 32              生产跟单                                   \n",
       " 33             业务跟单员                                   \n",
       " 34              销售代表                                   \n",
       " 35              生产跟单                                   \n",
       " 36            项目销售经理                                   \n",
       " 37              生产跟单                                   \n",
       " 38    口腔产品销售及运营专员/经理                                   \n",
       " 39  （高级）产品技术专员\\大客户经理                                   \n",
       " \n",
       "                                        job.link  \\\n",
       " 0   https://www.liepin.com/job/1924087821.shtml   \n",
       " 1   https://www.liepin.com/job/1932844943.shtml   \n",
       " 2   https://www.liepin.com/job/1925443235.shtml   \n",
       " 3   https://www.liepin.com/job/1947474729.shtml   \n",
       " 4   https://www.liepin.com/job/1939601197.shtml   \n",
       " 5   https://www.liepin.com/job/1939045809.shtml   \n",
       " 6   https://www.liepin.com/job/1958480081.shtml   \n",
       " 7   https://www.liepin.com/job/1958391705.shtml   \n",
       " 8   https://www.liepin.com/job/1955858727.shtml   \n",
       " 9   https://www.liepin.com/job/1958341407.shtml   \n",
       " 10  https://www.liepin.com/job/1958343919.shtml   \n",
       " 11  https://www.liepin.com/job/1920278417.shtml   \n",
       " 12  https://www.liepin.com/job/1922107985.shtml   \n",
       " 13  https://www.liepin.com/job/1956732087.shtml   \n",
       " 14  https://www.liepin.com/job/1946190881.shtml   \n",
       " 15  https://www.liepin.com/job/1941406229.shtml   \n",
       " 16  https://www.liepin.com/job/1956642771.shtml   \n",
       " 17  https://www.liepin.com/job/1950779169.shtml   \n",
       " 18  https://www.liepin.com/job/1954354353.shtml   \n",
       " 19  https://www.liepin.com/job/1950295889.shtml   \n",
       " 20  https://www.liepin.com/job/1925531855.shtml   \n",
       " 21  https://www.liepin.com/job/1951362605.shtml   \n",
       " 22  https://www.liepin.com/job/1918325075.shtml   \n",
       " 23  https://www.liepin.com/job/1933725575.shtml   \n",
       " 24  https://www.liepin.com/job/1940115481.shtml   \n",
       " 25  https://www.liepin.com/job/1952204125.shtml   \n",
       " 26  https://www.liepin.com/job/1938175787.shtml   \n",
       " 27  https://www.liepin.com/job/1951510067.shtml   \n",
       " 28  https://www.liepin.com/job/1941484367.shtml   \n",
       " 29  https://www.liepin.com/job/1929049989.shtml   \n",
       " 30  https://www.liepin.com/job/1939411669.shtml   \n",
       " 31  https://www.liepin.com/job/1948719651.shtml   \n",
       " 32  https://www.liepin.com/job/1925490779.shtml   \n",
       " 33  https://www.liepin.com/job/1924946333.shtml   \n",
       " 34  https://www.liepin.com/job/1939878027.shtml   \n",
       " 35  https://www.liepin.com/job/1929416485.shtml   \n",
       " 36  https://www.liepin.com/job/1937879867.shtml   \n",
       " 37  https://www.liepin.com/job/1939109415.shtml   \n",
       " 38  https://www.liepin.com/job/1957253433.shtml   \n",
       " 39  https://www.liepin.com/job/1942581823.shtml   \n",
       " \n",
       "                                        job.dataPromId  comp.compStage  \n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=10&...             NaN  \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=10&...           融资未公开  \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=10&...             NaN  \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=10&...             NaN  \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=10&...             NaN  \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=10&...             NaN  \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=10&...             NaN  \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=10&...             NaN  \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=10&...             NaN  \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=10&...              D轮  \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=10&...              D轮  \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=10&...             NaN  \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=10&...            战略投资  \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=10&...              A轮  \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=10&...             NaN  \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=10&...             NaN  \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=10&...             NaN  \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=10&...             NaN  \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=10&...             NaN  \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=10&...           融资未公开  \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=10&...             NaN  \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=10&...            战略投资  \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=10&...          沪深A股上市  \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=10&...             NaN  \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=10&...             NaN  \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=10&...             NaN  \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=10&...             NaN  \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=10&...           融资未公开  \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=10&...             NaN  \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=10&...             NaN  \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=10&...             NaN  \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=10&...              其他  \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=10&...             NaN  \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=10&...             NaN  \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=10&...             NaN  \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=10&...           融资未公开  \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=10&...           融资未公开  \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=10&...           融资未公开  \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=10&...            港股上市  \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=10&...             已上市  \n",
       " \n",
       " [40 rows x 31 columns]]"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response_df = []\n",
    "for i in payload_page:\n",
    "    # send a POST request with headers\n",
    "    r = session.post(url, data=json.dumps(i), headers=headers)\n",
    "    # extract the JSON data from the response\n",
    "    response_data = r.json()\n",
    "    # example: print the number of job postings returned\n",
    "    df = pd.json_normalize(response_data['data']['data']['jobCardList'])\n",
    "    response_df.append(df)\n",
    "response_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "3c39a054",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(response_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "d9c4193d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.pcOuterLink</th>\n",
       "      <th>job.h5OuterLink</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>job.title</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2022校招-营销中心-产品经理助理</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobKind\":\"6\",\"userId\":\"f194b22457f2070ef1c68...</td>\n",
       "      <td>[本科]</td>\n",
       "      <td>8-10k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>6</td>\n",
       "      <td>20220926154947</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>47544603</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>胡先生</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>24464779696ae1f3c1bd2b3e9fec8144</td>\n",
       "      <td>2</td>\n",
       "      <td>f194b22457f2070ef1c68874fefd88f0</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023届提前批-产品经理 (MJ012344)</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobKind\":\"6\",\"userId\":\"25f6b1ac52e7301746c75...</td>\n",
       "      <td>[本科, 产品设计, 用户研究, 产品规划]</td>\n",
       "      <td>15-25k·15薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>6</td>\n",
       "      <td>20230420135845</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>57974857</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>张先生</td>\n",
       "      <td>招聘经理/主管</td>\n",
       "      <td>4424dbbb847efb7bd9f9b108068c7fc3</td>\n",
       "      <td>2</td>\n",
       "      <td>25f6b1ac52e7301746c75814fc02784c</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>已上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人力资源数据产品经理</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobKind\":\"6\",\"userId\":\"c8b040414c97595a274a0...</td>\n",
       "      <td>[后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>6</td>\n",
       "      <td>20230511202843</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>57191493</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>饶先生</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>80b8e48c629e0b0704612e645251413c</td>\n",
       "      <td>2</td>\n",
       "      <td>c8b040414c97595a274a08c89b7442b4</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>已上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>互联网学习平台产品经理</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobKind\":\"6\",\"userId\":\"c8b040414c97595a274a0...</td>\n",
       "      <td>[硕士, 内容产品, 金融行业, to G, 需求分析]</td>\n",
       "      <td>19-25k</td>\n",
       "      <td>广州</td>\n",
       "      <td>6</td>\n",
       "      <td>20230322132453</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>57061851</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>饶先生</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>80b8e48c629e0b0704612e645251413c</td>\n",
       "      <td>2</td>\n",
       "      <td>c8b040414c97595a274a08c89b7442b4</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>已上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>光器件产品经理</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobKind\":\"6\",\"userId\":\"8d160b6be5afbb63202b0...</td>\n",
       "      <td>[硕士, 数据产品, 用户研究, 团队管理]</td>\n",
       "      <td>15-20k·14薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>6</td>\n",
       "      <td>20230426092602</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>56924959</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>陈女士</td>\n",
       "      <td></td>\n",
       "      <td>3338a96140162a1413f41eedf071201e</td>\n",
       "      <td>2</td>\n",
       "      <td>8d160b6be5afbb63202b01fa8633e46c</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>A轮</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>生产跟单</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"9db1d8eda5edc687474bf5837770470d\",\"...</td>\n",
       "      <td>[生产管理]</td>\n",
       "      <td>3-5k</td>\n",
       "      <td>广州</td>\n",
       "      <td>2</td>\n",
       "      <td>20200624103707</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>29416485</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>胡先生</td>\n",
       "      <td>生产经理/车间主任</td>\n",
       "      <td>f1c6a89eb5ee2eebe3a362ce23913155</td>\n",
       "      <td>2</td>\n",
       "      <td>9db1d8eda5edc687474bf5837770470d</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>中专/中技</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>项目销售经理</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"8a6969ab28619a46281021ca029e9d7b\",\"...</td>\n",
       "      <td>[销售运营]</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>2</td>\n",
       "      <td>20210407121607</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>37879867</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>曾先生</td>\n",
       "      <td>董事长</td>\n",
       "      <td>fcf069e39c9a7dce3417a188cf69ded9</td>\n",
       "      <td>2</td>\n",
       "      <td>8a6969ab28619a46281021ca029e9d7b</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>大专</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>生产跟单</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"c00c271a0ded67f14878177aa87f92b0\",\"...</td>\n",
       "      <td>[生产跟单]</td>\n",
       "      <td>3-7k</td>\n",
       "      <td>广州</td>\n",
       "      <td>2</td>\n",
       "      <td>20210513140501</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>39109415</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>邓女士</td>\n",
       "      <td>人事</td>\n",
       "      <td>91adc3aeb4dffed4a9f0273dd33fa30b</td>\n",
       "      <td>2</td>\n",
       "      <td>c00c271a0ded67f14878177aa87f92b0</td>\n",
       "      <td>609cce21a775f32e2acc4fb205u.png</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>学历不限</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>口腔产品销售及运营专员/经理</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"e8d13b96e805aa599c25ffd33a6a4d83\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>25-40k</td>\n",
       "      <td>广州-花都区</td>\n",
       "      <td>2</td>\n",
       "      <td>20230324085734</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>57253433</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>鲍先生</td>\n",
       "      <td>Mooeli 全国负责人</td>\n",
       "      <td>47c45024c5f33ffc651ec1d54741dccf</td>\n",
       "      <td>2</td>\n",
       "      <td>e8d13b96e805aa599c25ffd33a6a4d83</td>\n",
       "      <td>64182e1815733078d8340abd04u.png</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>（高级）产品技术专员\\大客户经理</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"0ea267c7ec1d975ac9124ed02d07cf00\",\"...</td>\n",
       "      <td>[医疗器材销售, 医疗耗材销售, 医药代表]</td>\n",
       "      <td>11-20k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>2</td>\n",
       "      <td>20210825201304</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>42581823</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>龚先生</td>\n",
       "      <td>DSM</td>\n",
       "      <td>b952d8ff65ed54d8dc2616a5acb8537e</td>\n",
       "      <td>2</td>\n",
       "      <td>0ea267c7ec1d975ac9124ed02d07cf00</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>已上市</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>大专</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>440 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                   dataInfo  \\\n",
       "job.title                                                                     \n",
       "2022校招-营销中心-产品经理助理        %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "2023届提前批-产品经理 (MJ012344)  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "人力资源数据产品经理                %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "互联网学习平台产品经理               %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "光器件产品经理                   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "...                                                                     ...   \n",
       "生产跟单                      %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "项目销售经理                    %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "生产跟单                      %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "口腔产品销售及运营专员/经理            %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "（高级）产品技术专员\\大客户经理          %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "\n",
       "                                                                 dataParams  \\\n",
       "job.title                                                                     \n",
       "2022校招-营销中心-产品经理助理        {\"jobKind\":\"6\",\"userId\":\"f194b22457f2070ef1c68...   \n",
       "2023届提前批-产品经理 (MJ012344)  {\"jobKind\":\"6\",\"userId\":\"25f6b1ac52e7301746c75...   \n",
       "人力资源数据产品经理                {\"jobKind\":\"6\",\"userId\":\"c8b040414c97595a274a0...   \n",
       "互联网学习平台产品经理               {\"jobKind\":\"6\",\"userId\":\"c8b040414c97595a274a0...   \n",
       "光器件产品经理                   {\"jobKind\":\"6\",\"userId\":\"8d160b6be5afbb63202b0...   \n",
       "...                                                                     ...   \n",
       "生产跟单                      {\"userId\":\"9db1d8eda5edc687474bf5837770470d\",\"...   \n",
       "项目销售经理                    {\"userId\":\"8a6969ab28619a46281021ca029e9d7b\",\"...   \n",
       "生产跟单                      {\"userId\":\"c00c271a0ded67f14878177aa87f92b0\",\"...   \n",
       "口腔产品销售及运营专员/经理            {\"userId\":\"e8d13b96e805aa599c25ffd33a6a4d83\",\"...   \n",
       "（高级）产品技术专员\\大客户经理          {\"userId\":\"0ea267c7ec1d975ac9124ed02d07cf00\",\"...   \n",
       "\n",
       "                                                          job.labels  \\\n",
       "job.title                                                              \n",
       "2022校招-营销中心-产品经理助理                                              [本科]   \n",
       "2023届提前批-产品经理 (MJ012344)                      [本科, 产品设计, 用户研究, 产品规划]   \n",
       "人力资源数据产品经理                [后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]   \n",
       "互联网学习平台产品经理                             [硕士, 内容产品, 金融行业, to G, 需求分析]   \n",
       "光器件产品经理                                       [硕士, 数据产品, 用户研究, 团队管理]   \n",
       "...                                                              ...   \n",
       "生产跟单                                                          [生产管理]   \n",
       "项目销售经理                                                        [销售运营]   \n",
       "生产跟单                                                          [生产跟单]   \n",
       "口腔产品销售及运营专员/经理                                                    []   \n",
       "（高级）产品技术专员\\大客户经理                              [医疗器材销售, 医疗耗材销售, 医药代表]   \n",
       "\n",
       "                          job.salary  job.dq job.jobKind job.refreshTime  \\\n",
       "job.title                                                                  \n",
       "2022校招-营销中心-产品经理助理             8-10k  广州-番禺区           6  20220926154947   \n",
       "2023届提前批-产品经理 (MJ012344)  15-25k·15薪  广州-越秀区           6  20230420135845   \n",
       "人力资源数据产品经理                      薪资面议  广州-天河区           6  20230511202843   \n",
       "互联网学习平台产品经理                   19-25k      广州           6  20230322132453   \n",
       "光器件产品经理                   15-20k·14薪  广州-黄埔区           6  20230426092602   \n",
       "...                              ...     ...         ...             ...   \n",
       "生产跟单                            3-5k      广州           2  20200624103707   \n",
       "项目销售经理                        15-30k      广州           2  20210407121607   \n",
       "生产跟单                            3-7k      广州           2  20210513140501   \n",
       "口腔产品销售及运营专员/经理                25-40k  广州-花都区           2  20230324085734   \n",
       "（高级）产品技术专员\\大客户经理          11-20k·13薪      广州           2  20210825201304   \n",
       "\n",
       "                         job.pcOuterLink job.h5OuterLink job.jobId  ...  \\\n",
       "job.title                                                           ...   \n",
       "2022校招-营销中心-产品经理助理                                        47544603  ...   \n",
       "2023届提前批-产品经理 (MJ012344)                                  57974857  ...   \n",
       "人力资源数据产品经理                                                57191493  ...   \n",
       "互联网学习平台产品经理                                               57061851  ...   \n",
       "光器件产品经理                                                   56924959  ...   \n",
       "...                                  ...             ...       ...  ...   \n",
       "生产跟单                                                      29416485  ...   \n",
       "项目销售经理                                                    37879867  ...   \n",
       "生产跟单                                                      39109415  ...   \n",
       "口腔产品销售及运营专员/经理                                            57253433  ...   \n",
       "（高级）产品技术专员\\大客户经理                                          42581823  ...   \n",
       "\n",
       "                          recruiter.chatted recruiter.recruiterName  \\\n",
       "job.title                                                             \n",
       "2022校招-营销中心-产品经理助理                    False                     胡先生   \n",
       "2023届提前批-产品经理 (MJ012344)              False                     张先生   \n",
       "人力资源数据产品经理                            False                     饶先生   \n",
       "互联网学习平台产品经理                           False                     饶先生   \n",
       "光器件产品经理                               False                     陈女士   \n",
       "...                                     ...                     ...   \n",
       "生产跟单                                  False                     胡先生   \n",
       "项目销售经理                                False                     曾先生   \n",
       "生产跟单                                  False                     邓女士   \n",
       "口腔产品销售及运营专员/经理                        False                     鲍先生   \n",
       "（高级）产品技术专员\\大客户经理                      False                     龚先生   \n",
       "\n",
       "                         recruiter.recruiterTitle  \\\n",
       "job.title                                           \n",
       "2022校招-营销中心-产品经理助理                           招聘主管   \n",
       "2023届提前批-产品经理 (MJ012344)                  招聘经理/主管   \n",
       "人力资源数据产品经理                                   招聘经理   \n",
       "互联网学习平台产品经理                                  招聘经理   \n",
       "光器件产品经理                                             \n",
       "...                                           ...   \n",
       "生产跟单                                    生产经理/车间主任   \n",
       "项目销售经理                                        董事长   \n",
       "生产跟单                                           人事   \n",
       "口腔产品销售及运营专员/经理                       Mooeli 全国负责人   \n",
       "（高级）产品技术专员\\大客户经理                              DSM   \n",
       "\n",
       "                                            recruiter.imId  \\\n",
       "job.title                                                    \n",
       "2022校招-营销中心-产品经理助理        24464779696ae1f3c1bd2b3e9fec8144   \n",
       "2023届提前批-产品经理 (MJ012344)  4424dbbb847efb7bd9f9b108068c7fc3   \n",
       "人力资源数据产品经理                80b8e48c629e0b0704612e645251413c   \n",
       "互联网学习平台产品经理               80b8e48c629e0b0704612e645251413c   \n",
       "光器件产品经理                   3338a96140162a1413f41eedf071201e   \n",
       "...                                                    ...   \n",
       "生产跟单                      f1c6a89eb5ee2eebe3a362ce23913155   \n",
       "项目销售经理                    fcf069e39c9a7dce3417a188cf69ded9   \n",
       "生产跟单                      91adc3aeb4dffed4a9f0273dd33fa30b   \n",
       "口腔产品销售及运营专员/经理            47c45024c5f33ffc651ec1d54741dccf   \n",
       "（高级）产品技术专员\\大客户经理          b952d8ff65ed54d8dc2616a5acb8537e   \n",
       "\n",
       "                          recruiter.imUserType  \\\n",
       "job.title                                        \n",
       "2022校招-营销中心-产品经理助理                           2   \n",
       "2023届提前批-产品经理 (MJ012344)                     2   \n",
       "人力资源数据产品经理                                   2   \n",
       "互联网学习平台产品经理                                  2   \n",
       "光器件产品经理                                      2   \n",
       "...                                        ...   \n",
       "生产跟单                                         2   \n",
       "项目销售经理                                       2   \n",
       "生产跟单                                         2   \n",
       "口腔产品销售及运营专员/经理                               2   \n",
       "（高级）产品技术专员\\大客户经理                             2   \n",
       "\n",
       "                                     recruiter.recruiterId  \\\n",
       "job.title                                                    \n",
       "2022校招-营销中心-产品经理助理        f194b22457f2070ef1c68874fefd88f0   \n",
       "2023届提前批-产品经理 (MJ012344)  25f6b1ac52e7301746c75814fc02784c   \n",
       "人力资源数据产品经理                c8b040414c97595a274a08c89b7442b4   \n",
       "互联网学习平台产品经理               c8b040414c97595a274a08c89b7442b4   \n",
       "光器件产品经理                   8d160b6be5afbb63202b01fa8633e46c   \n",
       "...                                                    ...   \n",
       "生产跟单                      9db1d8eda5edc687474bf5837770470d   \n",
       "项目销售经理                    8a6969ab28619a46281021ca029e9d7b   \n",
       "生产跟单                      c00c271a0ded67f14878177aa87f92b0   \n",
       "口腔产品销售及运营专员/经理            e8d13b96e805aa599c25ffd33a6a4d83   \n",
       "（高级）产品技术专员\\大客户经理          0ea267c7ec1d975ac9124ed02d07cf00   \n",
       "\n",
       "                                 recruiter.recruiterPhoto comp.compStage  \\\n",
       "job.title                                                                  \n",
       "2022校招-营销中心-产品经理助理        5f8f986c79c7cc70efbf36c808u.jpg            NaN   \n",
       "2023届提前批-产品经理 (MJ012344)  5f8f9868f6d1ab58476f24a008u.jpg            已上市   \n",
       "人力资源数据产品经理                5f8f986c79c7cc70efbf36c808u.jpg            已上市   \n",
       "互联网学习平台产品经理               5f8f986c79c7cc70efbf36c808u.jpg            已上市   \n",
       "光器件产品经理                   5f8f98648dbe6273dcf8515508u.jpg             A轮   \n",
       "...                                                   ...            ...   \n",
       "生产跟单                      5f8f9868f6d1ab58476f24a008u.jpg          融资未公开   \n",
       "项目销售经理                    5f8f9868f6d1ab58476f24a008u.jpg          融资未公开   \n",
       "生产跟单                      609cce21a775f32e2acc4fb205u.png          融资未公开   \n",
       "口腔产品销售及运营专员/经理            64182e1815733078d8340abd04u.png           港股上市   \n",
       "（高级）产品技术专员\\大客户经理          5f8f986bdfb13a7dee342f2108u.jpg            已上市   \n",
       "\n",
       "                         job.requireWorkYears job.requireEduLevel  \n",
       "job.title                                                          \n",
       "2022校招-营销中心-产品经理助理                        NaN                 NaN  \n",
       "2023届提前批-产品经理 (MJ012344)                  NaN                 NaN  \n",
       "人力资源数据产品经理                                NaN                 NaN  \n",
       "互联网学习平台产品经理                               NaN                 NaN  \n",
       "光器件产品经理                                   NaN                 NaN  \n",
       "...                                       ...                 ...  \n",
       "生产跟单                                     经验不限               中专/中技  \n",
       "项目销售经理                                   经验不限                  大专  \n",
       "生产跟单                                     经验不限                学历不限  \n",
       "口腔产品销售及运营专员/经理                           经验不限                  本科  \n",
       "（高级）产品技术专员\\大客户经理                         经验不限                  大专  \n",
       "\n",
       "[440 rows x 31 columns]"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理 = pd.concat(response_df).set_index('job.title')\n",
    "df_产品经理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "9f2ce700",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['dataInfo', 'dataParams', 'job.labels', 'job.pcOuterLink',\n",
       "       'job.h5OuterLink', 'job.jobId', 'job.refreshTime', 'job.jobKind',\n",
       "       'job.topJob', 'job.advViewFlag', 'job.salary', 'job.dq', 'job.link',\n",
       "       'job.campusJobKind', 'job.dataPromId', 'comp.compLogo', 'comp.compName',\n",
       "       'comp.compId', 'comp.compIndustry', 'comp.link', 'comp.compScale',\n",
       "       'recruiter.recruiterName', 'recruiter.recruiterTitle', 'recruiter.imId',\n",
       "       'recruiter.imUserType', 'recruiter.chatted', 'recruiter.recruiterId',\n",
       "       'recruiter.recruiterPhoto', 'comp.compStage', 'job.requireWorkYears',\n",
       "       'job.requireEduLevel'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8fe9b7c6",
   "metadata": {},
   "source": [
    "## 数据分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "41bb332f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'df_产品经理_分析' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-79-61137bc319da>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf_职位\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf_产品经理_title\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf_产品经理_分析\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'job.title'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalue_counts\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[0mdf_职位\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mNameError\u001b[0m: name 'df_产品经理_分析' is not defined"
     ]
    }
   ],
   "source": [
    "df_职位 = df_产品经理_title = df_产品经理_分析['job.title'].value_counts()\n",
    "df_职位"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "5a2f8e3c",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'df_职位' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-76-71521cf77e64>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf_职位\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mdf_职位\u001b[0m\u001b[1;33m>\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m: name 'df_职位' is not defined"
     ]
    }
   ],
   "source": [
    "df_职位[df_职位>1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "52d7b024",
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid syntax (<ipython-input-60-388ea4cfccee>, line 9)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;36m  File \u001b[1;32m\"<ipython-input-60-388ea4cfccee>\"\u001b[1;36m, line \u001b[1;32m9\u001b[0m\n\u001b[1;33m    [list(z) for z in zip(df_职位.index_to list, Faker.values())],\u001b[0m\n\u001b[1;37m                                         ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m invalid syntax\n"
     ]
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Pie\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "c = (\n",
    "    Pie()\n",
    "    .add(\n",
    "        \"\",\n",
    "        [list(z) for z in zip(df_职位.index_to list, Faker.values())],\n",
    "        radius=[\"40%\", \"55%\"],\n",
    "        label_opts=opts.LabelOpts(\n",
    "            position=\"outside\",\n",
    "            formatter=\"{a|{a}}{abg|}\\n{hr|}\\n {b|{b}: }{c}  {per|{d}%}  \",\n",
    "            background_color=\"#eee\",\n",
    "            border_color=\"#aaa\",\n",
    "            border_width=1,\n",
    "            border_radius=4,\n",
    "            rich={\n",
    "                \"a\": {\"color\": \"#999\", \"lineHeight\": 22, \"align\": \"center\"},\n",
    "                \"abg\": {\n",
    "                    \"backgroundColor\": \"#e3e3e3\",\n",
    "                    \"width\": \"100%\",\n",
    "                    \"align\": \"right\",\n",
    "                    \"height\": 22,\n",
    "                    \"borderRadius\": [4, 4, 0, 0],\n",
    "                },\n",
    "                \"hr\": {\n",
    "                    \"borderColor\": \"#aaa\",\n",
    "                    \"width\": \"100%\",\n",
    "                    \"borderWidth\": 0.5,\n",
    "                    \"height\": 0,\n",
    "                },\n",
    "                \"b\": {\"fontSize\": 16, \"lineHeight\": 33},\n",
    "                \"per\": {\n",
    "                    \"color\": \"#eee\",\n",
    "                    \"backgroundColor\": \"#334455\",\n",
    "                    \"padding\": [2, 4],\n",
    "                    \"borderRadius\": 2,\n",
    "                },\n",
    "            },\n",
    "        ),\n",
    "    )\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"Pie-产品经理职位占比分析\"))\n",
    "    .render(\"pie_rich_label.html\")\n",
    ")\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "111f78ca",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 40 entries, 0 to 39\n",
      "Data columns (total 31 columns):\n",
      " #   Column                    Non-Null Count  Dtype \n",
      "---  ------                    --------------  ----- \n",
      " 0   dataInfo                  40 non-null     object\n",
      " 1   dataParams                40 non-null     object\n",
      " 2   job.labels                40 non-null     object\n",
      " 3   job.salary                40 non-null     object\n",
      " 4   job.dq                    40 non-null     object\n",
      " 5   job.pcOuterLink           40 non-null     object\n",
      " 6   job.h5OuterLink           40 non-null     object\n",
      " 7   job.jobKind               40 non-null     object\n",
      " 8   job.refreshTime           40 non-null     object\n",
      " 9   job.title                 40 non-null     object\n",
      " 10  job.jobId                 40 non-null     object\n",
      " 11  job.topJob                40 non-null     bool  \n",
      " 12  job.link                  40 non-null     object\n",
      " 13  job.requireWorkYears      40 non-null     object\n",
      " 14  job.requireEduLevel       40 non-null     object\n",
      " 15  job.advViewFlag           40 non-null     bool  \n",
      " 16  job.dataPromId            40 non-null     object\n",
      " 17  comp.compScale            40 non-null     object\n",
      " 18  comp.compId               40 non-null     int64 \n",
      " 19  comp.compLogo             40 non-null     object\n",
      " 20  comp.compName             40 non-null     object\n",
      " 21  comp.compIndustry         38 non-null     object\n",
      " 22  comp.link                 40 non-null     object\n",
      " 23  recruiter.imId            40 non-null     object\n",
      " 24  recruiter.imUserType      40 non-null     object\n",
      " 25  recruiter.chatted         40 non-null     bool  \n",
      " 26  recruiter.recruiterName   40 non-null     object\n",
      " 27  recruiter.recruiterTitle  40 non-null     object\n",
      " 28  recruiter.recruiterId     40 non-null     object\n",
      " 29  recruiter.recruiterPhoto  40 non-null     object\n",
      " 30  comp.compStage            15 non-null     object\n",
      "dtypes: bool(3), int64(1), object(27)\n",
      "memory usage: 9.0+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b96e550f",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "a2b65299",
   "metadata": {},
   "source": [
    "## 2. 区域分析（可以做地图）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "97f8c719",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'df_产品经理_分析' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-78-6bcf7212edc9>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf_地区_广州\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf_产品经理_分析\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'job.dq'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalue_counts\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[0mdf_地区_广州\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mNameError\u001b[0m: name 'df_产品经理_分析' is not defined"
     ]
    }
   ],
   "source": [
    "df_地区_广州 = df_产品经理_分析['job.dq'].value_counts()\n",
    "df_地区_广州"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5c46cdd5",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "dc0fd024",
   "metadata": {},
   "source": [
    "## 3. 公司分布  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "791aafc1",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'df_产品经理_分析' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-62-f5da757ce060>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf_产品经理_分析\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'comp.compName'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalue_counts\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m: name 'df_产品经理_分析' is not defined"
     ]
    }
   ],
   "source": [
    "df_产品经理_分析['comp.compName'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f96003dc",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4dd09a67",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 数据分析方法：\n",
    "* 本周(week12)：\n",
    "> 1.字符串处理（词云图）\n",
    "> 2.整理某一列数据（函数）\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "b7757150",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'df_产品经理_分析' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-51-96c93a73a0f8>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf_PM_gz\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf_产品经理_分析\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'job'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalue_counts\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[0mdf_PM_gz\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mNameError\u001b[0m: name 'df_产品经理_分析' is not defined"
     ]
    }
   ],
   "source": [
    "df_PM_gz = df_产品经理_分析['job'].value_counts()\n",
    "df_PM_gz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "a9df4f8d",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'df_PM_gz' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-49-ea9519f775cd>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf_PM_gz\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'job.lables'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstr\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m: name 'df_PM_gz' is not defined"
     ]
    }
   ],
   "source": [
    "df_PM_gz['job.lables'].str"
   ]
  }
 ],
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   "display_name": "Python 3",
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   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
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   "file_extension": ".py",
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  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
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